{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_txt_to_dict(file_path):\n",
    "    \"\"\"\n",
    "    从指定路径的txt文件读取数据，返回嵌套字典结构\n",
    "    格式：dict[日期][指标][trial名] = 浮点数列表\n",
    "    \"\"\"\n",
    "    with open(file_path, 'r', encoding='utf-8') as f:\n",
    "        lines = f.readlines()\n",
    "\n",
    "    data_dict = {}\n",
    "    current_date = None\n",
    "    current_metric = None\n",
    "\n",
    "    for line in lines:\n",
    "        line = line.strip()\n",
    "        if not line:\n",
    "            continue\n",
    "        # 检测日期行（如20240526#005）\n",
    "        if '#' in line:\n",
    "            current_date = line\n",
    "            data_dict[current_date] = {}\n",
    "            continue\n",
    "\n",
    "        # 检测指标类型（stride length/step length/stride width）\n",
    "        if line in ['stride length', 'step length', 'stride width']:\n",
    "            #print(current_date,line)\n",
    "            current_metric = line\n",
    "            data_dict[current_date][current_metric] = {}\n",
    "            continue\n",
    "\n",
    "        # 处理trial数据行（如trial1: '2.7 2.6...'）\n",
    "        if ':' in line and current_metric:\n",
    "            # 分割trial名称和数值部分\n",
    "            trial_part, values_part = line.split(':', 1)\n",
    "            trial_name = trial_part.strip().lower()  # 统一为小写\n",
    "            \n",
    "            # 数据清洗和转换\n",
    "            values_str = values_part.strip().strip(\"'\")  # 去除首尾空格和单引号\n",
    "            values = [float(v) for v in values_str.split('\\t') if v]\n",
    "            \n",
    "            # 存入字典\n",
    "            data_dict[current_date][current_metric][trial_name] = values\n",
    "\n",
    "    return data_dict\n",
    "\n",
    "dataset = {}\n",
    "dataset['STR'] = parse_txt_to_dict(\"striatum.txt\")\n",
    "dataset['MO_STR'] = parse_txt_to_dict(\"striatum_motor.txt\")\n",
    "dataset['a30'] = parse_txt_to_dict(\"a302.txt\")\n",
    "dataset['bt2'] = parse_txt_to_dict(\"bt2.txt\")\n",
    "tmp = {}\n",
    "for i in dataset: # mo\n",
    "  tmp[i] = {}\n",
    "  for j in dataset[i]: # sample\n",
    "    tmp[i][j] = {}\n",
    "    for k in dataset[i][j]: # parameter\n",
    "      for l in dataset[i][j][k]: # trial\n",
    "         if l not in tmp[i][j]:\n",
    "            tmp[i][j][l] = {}\n",
    "         tmp[i][j][l][k] = dataset[i][j][k][l]\n",
    "dataset = tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import bisect\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "def convert_to_time(a):\n",
    "  return np.array([np.sum(a[:i+1]) for i in range(len(a))])\n",
    "def convert_to_left_right_position(a):\n",
    "  left = convert_to_time(a['stride length'])\n",
    "  e = a['stride width']\n",
    "  right = convert_to_time(a['step length'])\n",
    "  l = np.min([len(left),len(right),len(e)])\n",
    "  left = left[:l]\n",
    "  e = e[:l]\n",
    "  right = left+right[:l]\n",
    "  return [e,left,right]\n",
    "def sine_wave_fit(a):\n",
    "  a = [2.7,2.6,2.65,2.7,2.4,2,2.9,2.6,2.7,3.3,2.8,3,2.9,2.7]\n",
    "  b = convert_to_time(a)\n",
    "  f = 1/np.mean(a)\n",
    "  fi = -0.5*np.pi-b[0]*f*2*np.pi\n",
    "  return [f,fi]\n",
    "def plot_wave_and_point(a):\n",
    "  b = convert_to_time(a)\n",
    "  f,fi = sine_wave_fit(a)\n",
    "  n = 200\n",
    "  x = np.array([i for i in range(0,n,1)])/n*(np.max(b)+1)\n",
    "  plt.plot(x,np.sin(x*f*2*np.pi+fi)+1,color='#00EE00')\n",
    "  plt.scatter(b,[0 for i in b],s=20,color='#EE0000')\n",
    "  plt.xlabel('Time')\n",
    "  plt.show()\n",
    "def plot_wave_and_point_2(a):\n",
    "  result = [[],[]]\n",
    "  b = convert_to_time(a)\n",
    "  fi = 1.5*np.pi\n",
    "  start = 0\n",
    "  for l,s in zip(a,b):\n",
    "    n = 20\n",
    "    x = np.array([i for i in range(0,n,1)])/n*(l)\n",
    "    result[0] += (x+start).tolist()\n",
    "    result[1] += np.sin(x/l*2*np.pi+fi).tolist()\n",
    "    start = s\n",
    "  plt.plot(result[0],np.array(result[1])+1,color='#00EE00')\n",
    "  plt.scatter(b,[0 for i in b],s=20,color='#EE0000')\n",
    "  plt.xlabel('Time')\n",
    "  plt.show()\n",
    "def plot_wave_and_point_left_right_2(a):\n",
    "  a,l,r = convert_to_left_right_position(a)\n",
    "  print(len(a))\n",
    "  result = [[],[]]\n",
    "  for i in range(len(a)):\n",
    "    n = 20\n",
    "    x = np.array([i for i in range(0,n,1)])/n*(r[i]-l[i])\n",
    "    result[0] += (x+l[i]).tolist()\n",
    "    result[1] += (a[i]/2*np.sin(x/(r[i]-l[i])*np.pi+0.5*np.pi)).tolist()\n",
    "    if (i+1)<len(a):\n",
    "      n = 20\n",
    "      x = np.array([i for i in range(0,n,1)])/n*(l[i+1]-r[i])\n",
    "      result[0] += (x+r[i]).tolist()\n",
    "      result[1] += ((a[i+1]+a[i])/4*np.sin(x/(l[i+1]-r[i])*np.pi+1.5*np.pi)+(a[i+1]-a[i])/4).tolist()\n",
    "\n",
    "  plt.plot(result[0],np.array(result[1]),color='#00EE00')\n",
    "  plt.scatter(l,[i/2 for i in a],s=20,color='#EE0000')\n",
    "  plt.scatter(r,[-i/2 for i in a],s=20,color='#0000FF')\n",
    "  plt.xlabel('Time')\n",
    "  plt.show()\n",
    "def convert_to_f_dict(a):\n",
    "  b = convert_to_time(a)\n",
    "  f = 1/np.array(a)\n",
    "  result = {}\n",
    "  for i,j in zip(b,f):\n",
    "     result[i] = j\n",
    "  return result\n",
    "def convert_to_fi_dict(a):\n",
    "  b = convert_to_time(a)\n",
    "  f = [i*2*np.pi+1.5*2*np.pi for i in range(len(a))]\n",
    "  result = {}\n",
    "  for i,j in zip(b,f):\n",
    "     result[i] = j\n",
    "  return result\n",
    "def interpolate_dict_values(x_dict,target_x):\n",
    "    if not x_dict:\n",
    "        raise ValueError(\"The input dictionary is empty.\")\n",
    "    if target_x in x_dict:\n",
    "        return x_dict[target_x]\n",
    "    sorted_x = sorted(x_dict.keys())\n",
    "    n = len(sorted_x)\n",
    "    i = bisect.bisect_left(sorted_x, target_x)\n",
    "    if i == 0:\n",
    "        return x_dict[sorted_x[0]]\n",
    "    elif i == n:\n",
    "        return x_dict[sorted_x[-1]]\n",
    "    else:\n",
    "        x_left = sorted_x[i-1]\n",
    "        x_right = sorted_x[i]\n",
    "        y_left = x_dict[x_left]\n",
    "        y_right = x_dict[x_right]\n",
    "        dx = x_right - x_left\n",
    "        t = (target_x - x_left) / dx\n",
    "        interpolated_value = y_left + (y_right - y_left) * t\n",
    "        return interpolated_value"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# wave fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wave_and_point_left_right_2(dataset['STR']['\\ufeff20240526#005']['trial1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wave_and_point(a)\n",
    "plot_wave_and_point_2(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# frequency data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3194165239066895\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 960x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.32456006678204896\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 746.667x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.2759564618860166\n"
     ]
    },
    {
     "data": {
      "image/png": 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O67G8FBHmCwFAbUjLvtb/3wr3F5vx65IQAJC9Ul0Suv7w4bdlTZbWdm22pHxD2atRvrVq/fy5sNzeO7m9/pU+l7b8Xq7135s5vdfKrF26tU6fPm0vsNR17VpsV9rrHTu3+Pu3tHzT83y7y7dWrZ8/F5bbeye317/S59KW38u1/nszp/damdWdO9fisi4JAQDZE1gAgOwJLABA9ko1hgWAlnFrAWqNwEKb5pc2QG1wSQgAyJ7AAgBkT2ABALJnDAsAZDh+zti55gQWgP/jQwTyJbDA28gsJIArwxgWACB7AgsAkD2BBQDInsACAGRPYAEAsiewAADZE1gAgOxZhwWAi7KmENeaHhYAIHsCCwCQPYEFAMiewAIAZM+gW+CacXdkoKX0sAAA2RNYAIDsCSwAQPYEFgAgewILAJA9s4QAoA2rr5HbLuhhAQCyJ7AAANlzSQhqWK105QJcLj0sAED2BBYAIHsCCwCQPYEFAMiewAIAZE9gAQCyJ7AAANkTWACA7AksAED2BBYAIHuW5qdULFUPUE56WACA7AksAED2BBYAIHsCCwCQPYEFAMieWUIAGTLjDZrTwwIAZE9gAQCyJ7AAANkTWACA7AksAED2zBIia2ZKAJAILG1ASz70feADkDOBBeAq0FsIl8cYFgAgewILAJA9gQUAKGdgWb16ddTX10fnzp1j9OjRsXv37rcsv2nTphgwYEBRfsiQIbFly5Zmjz/yyCNx5513Ro8ePaKuri6efvrpSzktAKCkWh1YNm7cGHPmzIlFixbFvn37YujQoTFhwoQ4duxY1fI7d+6MqVOnxsyZM2P//v0xefLkYjtw4EBjmdOnT8eHPvSh+NKXvnR5tQEASqnVgWX58uUxa9asmDFjRgwaNCjWrFkTXbp0iXXr1lUtv3Llypg4cWLMnTs3Bg4cGIsXL47hw4fHqlWrGst84hOfiIULF8b48eMvrzYAQCm1KrCcPXs29u7d2yxYtGvXrtjftWtX1eek428MIqlH5kLlW+LMmTNx6tSpZhsAUF6tWoflxIkTce7cuejVq1ez42n/2WefrfqcI0eOVC2fjl+qJUuWxBe/+MVLfj7kylodUJtyWqCzvqS/R2pyltC8efPi5MmTjduhQ4eu9SkBALn0sPTs2TPat28fR48ebXY87ffu3bvqc9Lx1pRviU6dOhUbANA2tKqHpWPHjjFixIjYvn1747Hz588X+2PGjKn6nHS8aflk27ZtFywPAHDZ9xJKU5qnT58eI0eOjFGjRsWKFSuKaclp1lAybdq06Nu3bzHOJJk9e3aMGzculi1bFpMmTYoNGzbEnj17Yu3atY2v+dOf/jQOHjwYhw8fLvafe+654mvqhbmcnhigPNflgbat1YFlypQpcfz48WIacho4O2zYsNi6dWvjwNoUPNLMoQZjx46N9evXx4IFC2L+/PnRv3//2Lx5cwwePLixzDe/+c3GwJPce++9xde01stDDz10uXUEANri3Zrvv//+Yqtmx44dbzp29913F9uFfPKTnyw2AIDSzBICANoWgQUAyJ7AAgBkT2ABALInsAAA5ZwlBFAL2tI6MmW9fww00MMCAGRPYAEAsiewAADZE1gAgOwJLABA9gQWACB7AgsAkD2BBQDInsACAGRPYAEAsiewAADZE1gAgOwJLABA9gQWACB7AgsAkD2BBQDInsACAGRPYAEAstfhWp8AAPDW6h94/KJlXlo6KcpMDwsAkD2BBQDInsACAGRPYAEAsiewAADZE1gAgOwJLABA9gQWACB7AgsAkD2BBQDInsACAGRPYAEAsiewAADZc7dmuMJ3TG0Ld00FuNr0sAAA2RNYAIDsCSwAQPYEFgAgewILAJA9gQUAyJ7AAgBkT2ABALInsAAA2RNYAIDsCSwAQPYEFgAgewILAJA9gQUAyJ7AAgBkT2ABALInsAAA2RNYAIDsCSwAQPYEFgAgewILAJA9gQUAyJ7AAgBkT2ABALInsAAA2RNYAIDsCSwAQDkDy+rVq6O+vj46d+4co0ePjt27d79l+U2bNsWAAQOK8kOGDIktW7Y0e7xSqcTChQvjpptuine84x0xfvz4eP755y/l1ACAEmp1YNm4cWPMmTMnFi1aFPv27YuhQ4fGhAkT4tixY1XL79y5M6ZOnRozZ86M/fv3x+TJk4vtwIEDjWW+/OUvx1e+8pVYs2ZN/OAHP4iuXbsWr/n6669fXu0AgLYZWJYvXx6zZs2KGTNmxKBBg4qQ0aVLl1i3bl3V8itXroyJEyfG3LlzY+DAgbF48eIYPnx4rFq1qrF3ZcWKFbFgwYK466674ld+5VfiH/7hH+Lw4cOxefPmy68hAFDzOrSm8NmzZ2Pv3r0xb968xmPt2rUrLuHs2rWr6nPS8dQj01TqPWkIIy+++GIcOXKkeI0G3bt3Ly41pefee++9b3rNM2fOFFuDkydPFl9PnToVb4fzZ15rUbmG79+S8k3PVfkLl387/t8r37KyyuffVm2tfK7vhdzKn3+b2+pKanjN1HlxUZVWeOWVV9IrVnbu3Nns+Ny5cyujRo2q+pzrrruusn79+mbHVq9eXbnxxhuLf3//+98vXvPw4cPNytx9992Ve+65p+prLlq0qHiOzWaz2Wy2qPnt0KFDF80grephyUXq4Wnaa3P+/Pn46U9/Gj169Ii6urq3/funRNivX784dOhQdOvWLcqsLdU1Ud/yakt1TdS3vE6VqK6pZ+XVV1+NPn36XLRsqwJLz549o3379nH06NFmx9N+7969qz4nHX+r8g1f07E0S6hpmWHDhlV9zU6dOhVbU9dff31cbemNUutvlpZqS3VN1Le82lJdE/Utr24lqWsaBnLFB9127NgxRowYEdu3b2/Wu5H2x4wZU/U56XjT8sm2bdsay7/vfe8rQkvTMik9ptlCF3pNAKBtafUloXQpZvr06TFy5MgYNWpUMcPn9OnTxayhZNq0adG3b99YsmRJsT979uwYN25cLFu2LCZNmhQbNmyIPXv2xNq1a4vH0yWcP/mTP4k///M/j/79+xcB5sEHHyy6h9L0ZwCAVgeWKVOmxPHjx4uF3tLsnnTZZuvWrdGrV6/i8YMHDxYzhxqMHTs21q9fX0xbnj9/fhFK0gyhwYMHN5b50z/90yL0fOpTn4qf//zn8aEPfah4zbTQXI7S5ai0Ds0bL0uVUVuqa6K+5dWW6pqob3l1akN1baoujby91icBAPBW3EsIAMiewAIAZE9gAQCyJ7AAANkTWFpp9erVUV9fX8xgSvc72r17d5TRQw89VEw5b7oNGDAgyuLf/u3f4nd+53eK6fOpbm+80WYai55mwqXFDN/xjncU97p6/vnno4x1/eQnP/mmtk43LK1VaUmFD3zgA/Gud70rbrzxxmJ5hOeee65ZmXQn+M985jPF6tjvfOc746Mf/eibFrgsS13vuOOON7XvfffdF7Xoq1/9anGD3IYF09JaXf/yL/9SunZtaX3vKFHbtoTA0gobN24s1qFJ08n27dsXQ4cOLW7keOzYsSij22+/PX784x83bt/73veiLNI0+tR+KYBW8+Uvfzm+8pWvFHcjT4sYdu3atWjr9AuxbHVNUkBp2tZf//rXo1Z95zvfKT60nnrqqWKRyl/84hdx5513Fv8fGnz2s5+Nf/7nf45NmzYV5dPd4X/v934vyljXZNasWc3aN72/a9F73vOeWLp0aXET3rSe12/+5m/GXXfdFf/+7/9eqnZtaX3L1LYtctG7DdEo3eDxM5/5TOP+uXPnKn369KksWbKkUjbpBpNDhw6ttAXpx+DRRx9t3D9//nyld+/elb/8y79sPPbzn/+80qlTp8rXv/71SpnqmkyfPr1y1113Vcrq2LFjRb2/853vNLZluinrpk2bGsv86Ec/Ksrs2rWrUqa6JuPGjavMnj27Ulbvfve7K3/zN39T6natVt+20LZvpIelhc6ePVuk3HRpoEFaIC/t79q1K8ooXQJJlxFuueWW+PjHP14sCtgWvPjii8WiiE3bOt3rIl0CLGtb79ixo7ikcNttt8WnP/3p+MlPfhJlcfLkyeLrDTfcUHxNP8epJ6Jp+6bLnTfffHPNt+8b69rga1/7WnEvuLRgZ7p57GuvvRa17ty5c8XK6ak3KV0qKXO7Vqtvmdv2Qmrybs3XwokTJ4o3TMOKvg3S/rPPPhtlkz6cH3744eIDLHUzfvGLX4xf+7VfiwMHDhTXy8sshZWkWls3PFYm6XJQ6jZPt8X4z//8z2JF6t/6rd8qfsmnm53WsnSvs3Trj1/91V9tXF07tWG6L9obb5ha6+1bra7Jxz72sXjve99b/PHxzDPPxBe+8IVinMsjjzwSteiHP/xh8YGdLs+mcSqPPvpoDBo0KJ5++ulStuuF6lvGtr0YgYWq0gdWgzToKwWY9IPxj//4jzFz5sxrem5cWffee2/jv4cMGVK09y//8i8XvS4f/vCHo5al8R0pZJdp/FVr65puedK0fdNA8tSuKZymdq416Y+oFE5Sb9I//dM/Ffe2S+NVyupC9R00aFDp2vZiXBJqodTllv7afOOI87Sf7jZddumvlve///3xwgsvRNk1tGdbbet0CTC932u9re+///547LHH4sknnywGLzZIbZgu8ab7lpWlfS9U12rSHx9JrbZv6kW59dZbY8SIEcUsqTSgfOXKlaVs17eqbxnb9mIElla8adIbZvv27c26YNN+0+uJZfXf//3fRWpPCb7s0qWR9AuuaVufOnWqmC3UFtr6v/7rv4oxLLXa1mlscfoAT13nTzzxRNGeTaWf4+uuu65Z+6Zu9DRGq9ba92J1rSb9tZ7Uavu+Ufo9fObMmVK1a0vq2xba9k2u9ajfWrJhw4ZipsjDDz9c+Y//+I/Kpz71qcr1119fOXLkSKVsPve5z1V27NhRefHFFyvf//73K+PHj6/07NmzmIVQBq+++mpl//79xZZ+DJYvX178++WXXy4eX7p0adG23/jGNyrPPPNMMYvmfe97X+V//ud/KmWqa3rs85//fDGLIrX1t7/97crw4cMr/fv3r7z++uuVWvTpT3+60r179+L9++Mf/7hxe+211xrL3HfffZWbb7658sQTT1T27NlTGTNmTLGVra4vvPBC5c/+7M+KOqb2Te/nW265pfLrv/7rlVr0wAMPFDOgUl3Sz2Xar6urq3zrW98qVbu2pL4vlKxtW0JgaaW//uu/Ln4gOnbsWExzfuqppyplNGXKlMpNN91U1LNv377FfvoBKYsnn3yy+PB+45am+DZMbX7wwQcrvXr1KkLqhz/84cpzzz1XKVtd0wfbnXfeWfmlX/qlYkroe9/73sqsWbNqOoRXq2va/u7v/q6xTAqef/iHf1hMEe3SpUvld3/3d4sP+rLV9eDBg8UH2A033FC8j2+99dbK3LlzKydPnqzUoj/4gz8o3qPp91J6z6afy4awUqZ2bUl9D5asbVuiLv3nWvfyAAC8FWNYAIDsCSwAQPYEFgAgewILAJA9gQUAyJ7AAgBkT2ABALInsAAA2RNYAIDsCSwAQPYEFgAgewILABC5+1+UB+gntjMDPQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 884.211x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3742571103168262\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 436.364x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = 100\n",
    "n = 200\n",
    "z = 70\n",
    "x = np.array([i for i in range(0,n,1)])/n*e\n",
    "for t in dataset:\n",
    "  tmp = []\n",
    "  y_ticks = []\n",
    "  for i in dataset[t]:\n",
    "    for j in dataset[t][i]:\n",
    "      try:\n",
    "        a = convert_to_f_dict(dataset[t][i][j]['stride length'])\n",
    "        y_ticks.append(f'{i}_{j}')\n",
    "        y = np.array([interpolate_dict_values(a,i) for i in x])\n",
    "        #m,s = np.mean(y),np.std(y)\n",
    "        tmp.append(y)\n",
    "      except:\n",
    "        pass\n",
    "  tmp = np.array(tmp)\n",
    "  print(np.mean(tmp))\n",
    "  std = np.std(tmp,axis=-1)\n",
    "  plt.bar(range(len(std)),std)\n",
    "  plt.axhline(np.mean(std),color='#EE0000')\n",
    "  plt.show()\n",
    "  plt.matshow(tmp[...,:70],vmin=0,vmax=0.6,cmap='coolwarm')\n",
    "  plt.xticks([0,z//2,z-1],[0,z//2/n*e,(z-1)/n*e])\n",
    "  plt.yticks(range(len(y_ticks)),y_ticks)\n",
    "  plt.xlabel('Time')\n",
    "  plt.ylabel('Sample and trial')\n",
    "  plt.title('Sine wave frequency')\n",
    "  plt.colorbar()\n",
    "  plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.ndimage import gaussian_filter\n",
    "e = 100\n",
    "n = 200\n",
    "z = 70\n",
    "x = np.array([i for i in range(0,n,1)])/n*e\n",
    "fig = plt.figure(figsize=(len(dataset)*4,2))\n",
    "for index,t in enumerate(dataset):\n",
    "  tmp = []\n",
    "  y_ticks = []\n",
    "  for i in dataset[t]:\n",
    "    for j in dataset[t][i]:\n",
    "      try:\n",
    "        a = convert_to_f_dict(dataset[t][i][j]['stride length'])\n",
    "        y_ticks.append(f'{i}_{j}')\n",
    "        y = np.array([interpolate_dict_values(a,i) for i in x])\n",
    "        #m,s = np.mean(y),np.std(y)\n",
    "        tmp.append(y)\n",
    "      except:\n",
    "        pass\n",
    "  tmp = np.array(tmp).flatten()\n",
    "  ax = plt.subplot(1,len(dataset),index+1)\n",
    "  a = ax.hist(tmp,bins=99,density=True,color='#002654')\n",
    "  #plt.xticks([0,z//2,z-1],[0,z//2/n*e,(z-1)/n*e])\n",
    "  #plt.yticks(range(len(y_ticks)),y_ticks)\n",
    "  ax.plot(a[1][1:],gaussian_filter(a[0],sigma=5),color='#ED2939')\n",
    "  #ax.set_xlim(0.15,0.55)\n",
    "  ax.set_xlabel('frequency')\n",
    "  ax.set_ylabel('count')\n",
    "  ax.set_title(t)\n",
    "plt.rcParams['pdf.fonttype'] = 42\n",
    "plt.rcParams['ps.fonttype'] = 42\n",
    "plt.savefig(f'频率直方（概率密度）.pdf',format='pdf',bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# stride length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.28546864 0.15336365 0.27544028 0.12247449 0.2207374  0.215\n",
      " 0.31917863 0.40139221 0.12884099 0.12388391 0.34673477 0.23790755\n",
      " 0.3415339  0.26244533 0.24417662 0.21416663 0.10873004 0.27493948\n",
      " 0.23037791 0.17692395 0.41724203 0.17482028 0.19364917 0.13928388\n",
      " 0.16286497 0.24223477 0.16051134 0.26891272 0.1839646  0.13905372\n",
      " 0.15958932 0.20429071 0.23684119 0.16158933 0.22693611]\n",
      "[0.12822235 0.18559215 0.24871196 0.34369318 0.24358969 0.28425775\n",
      " 0.17776389 0.16462078 0.20650576 0.17177361 0.10737283 0.20978147\n",
      " 0.26574393 0.16472831 0.1317834  0.15411035 0.11989579 0.06236096\n",
      " 0.12213663 0.1293659  0.16564425 0.286111   0.28089144 0.20180436\n",
      " 0.12076147 0.14719601 0.287054   0.28827071 0.15       0.30157378\n",
      " 0.28096436 0.27773264 0.14568802 0.17095321 0.23817723 0.13190906\n",
      " 0.3009245  0.10307764 0.15275252 0.15337635 0.16765333 0.12792043\n",
      " 0.21998878 0.18619726 0.19188064]\n",
      "[0.61350541 0.4307616  0.60298735 0.44595689 0.28393183 0.43863424\n",
      " 0.59727271 0.48989795 0.2262312  0.34727511 0.3544009  0.15811388\n",
      " 0.6501962  0.30776976 0.48396152 0.33837849 0.2059126  0.30252841\n",
      " 0.17612611 0.20995626 0.1746717  0.33319725 0.33249896 0.21730675\n",
      " 0.35599817 0.16347783 0.28490848 0.34033285 0.18138357 0.38069746\n",
      " 0.42911048 0.37133888 0.33852622 0.24614211 0.35468644 0.21294887\n",
      " 0.39266229 0.18708287]\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 2400x200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.ndimage import gaussian_filter\n",
    "e = 100\n",
    "n = 200\n",
    "z = 70\n",
    "x = np.array([i for i in range(0,n,1)])/n*e\n",
    "fig = plt.figure(figsize=(len(dataset)*8,2))\n",
    "for index,t in enumerate(dataset):\n",
    "  tmp = []\n",
    "  y_ticks = []\n",
    "  for i in dataset[t]:\n",
    "    for j in dataset[t][i]:\n",
    "      try:\n",
    "        y = dataset[t][i][j]['stride length']\n",
    "        y_ticks.append(f'{i}_{j}')\n",
    "        #m,s = np.mean(y),np.std(y)\n",
    "        tmp.append(y)\n",
    "      except:\n",
    "        pass\n",
    "  ax = plt.subplot(1,len(dataset),index+1)\n",
    "  print(np.array([np.std(i) for i in tmp]))\n",
    "  a = ax.violinplot(tmp)\n",
    "  #plt.xticks([0,z//2,z-1],[0,z//2/n*e,(z-1)/n*e])\n",
    "  #plt.yticks(range(len(y_ticks)),y_ticks)\n",
    "  #ax.plot(a[1][1:],gaussian_filter(a[0],sigma=5),color='#ED2939')\n",
    "  #ax.set_xlim(0.15,0.55)\n",
    "  ax.set_ylim(0,6)\n",
    "  ax.set_xlabel('trial')\n",
    "  ax.set_ylabel('stride length')\n",
    "  ax.set_title(t)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[2.7, 2.6, 2.65, 2.7, 2.4, 2.0, 2.9, 2.6, 2.7, 3.3, 2.8, 3.0, 2.9, 2.7],\n",
       " [2.7, 2.65, 2.4, 2.5, 2.6, 2.55, 2.8, 2.8, 2.85, 2.6, 2.9, 2.9, 2.8, 2.85],\n",
       " [2.7, 2.65, 2.45, 2.65, 2.65, 2.4, 3.2, 2.45, 2.85, 2.9, 3.3, 2.5, 2.9, 2.4],\n",
       " [2.7,\n",
       "  2.75,\n",
       "  2.4,\n",
       "  2.45,\n",
       "  2.65,\n",
       "  2.75,\n",
       "  2.75,\n",
       "  2.8,\n",
       "  2.7,\n",
       "  2.7,\n",
       "  2.75,\n",
       "  2.85,\n",
       "  2.8,\n",
       "  2.75],\n",
       " [3.35, 3.1, 3.15, 3.3, 3.1, 3.6, 3.15, 3.3, 2.7, 3.3],\n",
       " [3.3, 3.4, 3.4, 3.7, 3.4, 3.6, 4.0, 3.6, 3.75, 3.3],\n",
       " [3.2, 3.4, 3.9, 3.5, 3.7, 4.1, 3.1, 3.7],\n",
       " [3.2, 3.4, 2.6, 2.8, 3.5, 3.2, 2.95, 4.1, 3.7, 3.3, 3.5],\n",
       " [3.75, 3.8, 3.7, 3.75, 3.85, 4.05, 3.9, 3.9, 4.0, 4.1],\n",
       " [4.0, 3.85, 3.6, 3.8, 3.7, 3.8],\n",
       " [3.8, 3.7, 4.7, 3.9, 3.6, 3.5, 3.6, 3.7, 3.7, 3.35],\n",
       " [4.2, 3.8, 3.95, 3.4, 3.75, 3.5, 4.1, 4.0, 3.75, 3.75],\n",
       " [2.55, 2.7, 2.65, 2.75, 3.3, 3.05, 2.4, 3.25, 2.7, 2.75, 2.0, 2.5, 2.7, 2.25],\n",
       " [2.6,\n",
       "  2.35,\n",
       "  2.4,\n",
       "  2.45,\n",
       "  2.55,\n",
       "  2.65,\n",
       "  2.75,\n",
       "  3.2,\n",
       "  2.45,\n",
       "  2.45,\n",
       "  2.85,\n",
       "  3.2,\n",
       "  2.5,\n",
       "  2.6],\n",
       " [2.55,\n",
       "  2.55,\n",
       "  2.65,\n",
       "  2.5,\n",
       "  2.7,\n",
       "  2.4,\n",
       "  2.6,\n",
       "  2.6,\n",
       "  2.6,\n",
       "  2.6,\n",
       "  2.1,\n",
       "  3.1,\n",
       "  2.55,\n",
       "  3.15,\n",
       "  2.45],\n",
       " [2.4, 2.4, 2.3, 2.5, 2.5, 2.7, 2.5, 2.4, 2.8, 2.3, 2.75, 2.45, 2.8, 2.0],\n",
       " [2.7,\n",
       "  2.75,\n",
       "  2.75,\n",
       "  2.55,\n",
       "  2.7,\n",
       "  2.45,\n",
       "  2.5,\n",
       "  2.7,\n",
       "  2.45,\n",
       "  2.65,\n",
       "  2.7,\n",
       "  2.6,\n",
       "  2.55,\n",
       "  2.7,\n",
       "  2.8],\n",
       " [3.2, 3.3, 3.2, 3.1, 2.9, 2.9, 2.7, 2.55, 2.55, 2.6, 2.5, 2.6, 2.7],\n",
       " [2.5, 2.6, 2.8, 2.85, 2.55, 2.4, 2.45, 2.5, 2.65, 2.7, 3.05, 2.35, 2.8, 3.15],\n",
       " [3.0, 3.3, 3.0, 3.0, 3.1, 2.9, 3.05, 2.7, 3.0, 2.8, 2.7, 2.7],\n",
       " [3.15, 2.85, 3.1, 3.05, 3.2, 3.25, 3.6, 3.05, 4.4, 3.0, 3.65],\n",
       " [2.7, 3.1, 2.85, 3.1, 2.9, 3.25, 2.95, 3.0, 3.4, 2.9, 2.9, 3.0, 2.9],\n",
       " [2.7, 2.9, 3.05, 3.15, 3.1, 3.2, 3.4, 3.05, 3.15, 2.8],\n",
       " [3.2, 3.1, 3.2, 3.1, 3.4, 2.9, 3.15, 3.1, 2.9, 3.05],\n",
       " [3.2, 3.0, 3.3, 3.1, 3.1, 3.15, 3.15, 2.8, 3.1, 3.45],\n",
       " [3.3, 3.25, 3.2, 2.85, 3.2, 3.2, 3.4, 2.7, 3.35, 2.85, 3.5],\n",
       " [3.1, 3.1, 3.1, 3.0, 3.5, 3.1, 3.3, 3.3, 3.3, 3.4, 3.5, 3.2],\n",
       " [3.55, 3.1, 3.15, 3.05, 3.25, 3.55, 3.6, 2.85, 3.65, 3.1, 3.6],\n",
       " [3.0, 3.35, 3.3, 3.25, 3.4, 3.2, 3.6, 2.9, 3.3, 3.1, 3.3],\n",
       " [3.75, 3.9, 3.8, 4.0, 3.55, 3.8, 4.0, 3.75],\n",
       " [4.3, 4.25, 4.1, 4.15, 3.8, 4.0, 4.3, 4.2],\n",
       " [4.1, 4.4, 4.4, 4.6, 4.2, 4.4, 3.95],\n",
       " [3.9, 3.9, 4.1, 3.9, 4.3, 4.5, 4.4, 3.9],\n",
       " [3.65, 3.9, 3.8, 3.9, 4.0, 3.9, 4.2, 4.05, 3.7],\n",
       " [3.5, 3.65, 3.75, 3.4, 4.0, 3.6, 3.75, 4.05, 3.4, 3.4]]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x274.286 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = 100\n",
    "n = 200\n",
    "z = 70\n",
    "x = np.array([i for i in range(0,n,1)])/n*e\n",
    "tmp = []\n",
    "y_ticks = []\n",
    "for i in dataset_iSTR:\n",
    "  for j in dataset_iSTR[i]:\n",
    "    y_ticks.append(f'{i}_{j}')\n",
    "    a = convert_to_fi_dict(dataset_iSTR[i][j])\n",
    "    y = np.array([interpolate_dict_values(a,i) for i in x])\n",
    "    tmp.append(y)\n",
    "tmp = np.array(tmp)\n",
    "tmp -= (tmp/2/np.pi).astype(int)*2*np.pi\n",
    "plt.matshow(tmp[...,:70],vmin=0,vmax=2*np.pi,cmap='coolwarm')\n",
    "plt.xticks([0,z//2,z-1],[0,z//2/n*e,(z-1)/n*e])\n",
    "plt.yticks(range(len(y_ticks)),y_ticks)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Sample and trial')\n",
    "plt.title('Sine wave fi')\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "e = 100\n",
    "n = 200\n",
    "z = 70\n",
    "x = np.array([i for i in range(0,n,1)])/n*e\n",
    "tmp = []\n",
    "y_ticks = []\n",
    "for i in dataset_iMO_iSTR:\n",
    "  for j in dataset_iMO_iSTR[i]:\n",
    "    y_ticks.append(f'{i}_{j}')\n",
    "    a = convert_to_fi_dict(dataset_iMO_iSTR[i][j])\n",
    "    y = np.array([interpolate_dict_values(a,i) for i in x])\n",
    "    tmp.append(y)\n",
    "tmp = np.array(tmp)\n",
    "tmp -= (tmp/2/np.pi).astype(int)*2*np.pi\n",
    "plt.matshow(tmp[...,:70],vmin=0,vmax=2*np.pi,cmap='coolwarm')\n",
    "plt.xticks([0,z//2,z-1],[0,z//2/n*e,(z-1)/n*e])\n",
    "plt.yticks(range(len(y_ticks)),y_ticks)\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Sample and trial')\n",
    "plt.title('Sine wave fi')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# same mouse comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "mouse_info = {}\n",
    "for i in dataset:\n",
    "  for j in dataset[i]:\n",
    "    if j not in mouse_info:\n",
    "      mouse_info[j] = {}\n",
    "    if i not in mouse_info[j]:\n",
    "      mouse_info[j][i] = {}\n",
    "    for k in dataset[i][j]:\n",
    "      mouse_info[j][i][k] = dataset[i][j][k]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Os/W6yI1FkM08qGYOtv3ss8+aFVxbdFTA39u3bzetj04dyKdVrylApwjUybxzyOWXX84Bur1791oc76qrruI6IXfY2cAaOm8geHTeeefx76EyY8YMPv6mTZuabYNzePHFF/nv3bt383r43x6Ont8vv/zSLLiM3PYePXpwoNIe7gocqiAXHs/OV1991WKuMQKKuO4jR45slmOOnHoEIZ3Nk8Y1sJVvr+aQWwfr2pInDYYMGcLPoDMdWloLHCKoqoJ9o/OXNQjSYnsEqBGgdwd+7e5wBfg+kd+JZuvmzZv57Qh/EVKr0IxX/WzwIyEgh8AZ3pqwhvFWtPYf422JgBMCM3hjwrpCOh6sQ/j9AFwA8MXBfYCUOCyHJYem9pdffknnnnuuw2997Psf//gHNxFhESEoZg7SD9UmPoIoaLojNRD+SPjq4VqA1Qq3hgrSs5Dfi0AZzgVNT3OQ+wmLB9ujOWmNmitt/R3S17DtiBEj+Lojjxuti0suuYTGjBlj0SpQc8jRpRb1wLXGMjSBzZuKaIYjKKRaOGhWIvUSwJcMC0a1kNH9G/5OHAt1gz8WXaFhUSKgaA7qht8D9VV91qgHgs72cPT84GrAvQSrHPcPXArIsYV7yNoX6+j5uQJaifa6t5uDuMoLL7xAmZmZ1K9fP35W4LJBaxPXD1YlgmjOpLjB1Yf7Ct3M0cpBsB15w8uXL+cWy2OPPUbu5JFHHuFrDncZgpXOAHcQXG34DZHHjmcM7hPz+AzOAWmeCxcu5PsTrUj8zmhN4/fD74RUT+vnE3n1TqPozJIGeXl5yuTJk5WUlBS24M444wyTZWwO9g/LGV2fExMTlbvvvpt7xZlb0oWFhcq0adM4rQjHRmoarKMPP/yw2f6Qzjd69GheBylz6HGGLsq///670+dur1inDMLaQVdZpKLhPHAtrC0P1SKxV2xdm5aurzno9oyUN5wvUqNwrcwtT3OLCj34YKWhi/qpp57KPRHRynG0rtYpUWgRoBs99oV9ZmRkKLNmzbLZmkFLAnVUv7vzzjstrFB7OHp+sOjQJRznBwv/rLPOspkC6cz5OWtJO2uNIr0Q1iKeE1w/tDSQLmrdO9UR0MJ65JFHeAgDpO7B0oQ1jnTFLVu22N2uj4uWNFpPeL5QYN0682whRRGtYHRXx3N/7733NrPI9+zZo5x//vmmtFH1t0FdW3qWXCEI/zgv7YIgCII30F3gUBAEwZ/QnU9aqyArwLq7sjXwk3sjp1bQNuY5+LbAPYJ7xRv4w31bWVlpc/hYcxAjcjWP2eO45CQR3I7aDb0tvmFBH7R2nzjruw70+3ZOK3EcFAz3oFXEJ60R0LkC2SYtgZG01E4Ugn6xN8GDCrIN2pybG0D37YEDB2yO5GgOcuTdORKfOxGRFgRB0DASOBQEQdAwfhE4RPI8unmio4kr/egFQRC0BpwYGKgK7inrAd/8TqQh0BiGUBAEIdDAJBctDavqFyKtdtXGyVjPbiEIguCPYMAtGJ+tDfnqFyKtujgg0CLSgiAEEq25cCVwKAiCoGFEpAVBEDSMX7g7BEHwPdV1zk++oBUM4f4rdf5bc0EQvErv2WvJX8laMJb8FXF3CIIgaBixpAVBcIhd807O8ehuN8rgp9bx37/PusivXROeQK6GIAgO4SnxbGxSLI4hIm2JuDsEQfApxobmM8ULJxGRFgTBp9TWNfm6CppGRFoQBJ9SZRRLuiVEpAVB8CnltfW+roKmEZEWBMFnNDUpVFxlNH1uaBTXhzUi0oIg+IzCSiM1NJ7M7sgrPynYwnFEpAVB8Nmg9wcKqyyWHSqqZutaOImItCAIPgGCXFlrOR6Isb6RDhRW+qxOWkREWhAEn7g5/i6wLcZZhdWUW1br9TppFenaIwiCV8kvr6U/j5WR0oJXY+exMmpSFOqQEEV6R0RaEASvAF8zfNBZVn5oW0DAdx0rp4raBuqRGkMhwfqdgFpEWhAEj1NWU097co6LrjMcLq6m4qo66pUeS4nR4aRHRKQFQfAYtfWNtD+/sk0+5ipjA20+VEKpcRFsVettACZ9na0gCF4Bw49yALC8hprc1D8lv9xIBRVGSouLpFNSoik6Qh/ypY+zFATBK5RV11N2cTXlV9S2GBh0FUUhtspR2sVGUEaSgZIC3A0iIi0IQpsDgnkVtXS4uIbKa7w3DkdBxXHLGhZ1RlIUtY+PCsgAo4i0IAguuzSOltTQ0dIai67d3qbK2EB7cipoX34ldYiPoo6JURQTQK6QwDkTQRC80pW7oNJIR0pqqLiyjrREY6PC2SAoidFh1CnRQO1iIijYz61rEWlBEFoFo9PBYoZLAxkbWqekqp5KqsooIiyYOiZEse86LMQ/O1i7VOvFixdT165dKTIykoYOHUqbNm2yu+6KFSsoKCjIomA7QRD8Y2orpNBt2F9I+/Iq/UKgzTHWN9GBgirasK+Q/sqr8Lv6u2RJr169mjIzM2nJkiUs0IsWLaLRo0fT3r17KTU11eY2cXFx/L0KhFoQBG0HAw8VV1NWURW7EfydxiaFsouq6UhJNXVOiqauyQYK9RPL2ulaLly4kKZMmUKTJ0+m3r17s1gbDAZavny53W0gyunp6aaSlpbW1noLguDB3oEbDxTR3/mVASHQ5iBnG93ScX4lVdryqbtFpOvq6mjz5s00atSokzsIDubPGzdutLtdZWUldenShTIyMmjcuHG0c+fOFo9jNBqpvLzcogiC4HmQf7z5UDHV1PmfW8BZN8iW7BK2rANKpAsLC6mxsbGZJYzPubm5Nrc57bTT2Mr+/PPPaeXKldTU1ETnnHMOHTlyxO5x5s+fT/Hx8aYCcRcEwfNzDe7KKXNbD0GtoyjEqXtat6g97pQZNmwYTZw4kQYMGEAjRoygTz/9lNq1a0dvvPGG3W1mzJhBZWVlpnL48GFPV1MQdA8Cg3oRaHMQUAyYwGFKSgqFhIRQXl6exXJ8hq/ZEcLCwmjgwIG0f/9+u+tERERwEQTBe4HC0mptW5SeAiPz1TU0UXioNgOJTtUqPDycBg0aROvWrTMtg/sCn2ExOwLcJTt27KD27ds7X1tBEDxCo6J4ZKwNf6FBw00Ip1PwkH43adIkGjx4MA0ZMoRT8KqqqjjbA8C10bFjR/Yrg3nz5tHZZ59NPXr0oNLSUnr++efp0KFDdOedd7r/bARBcIlgnafFBmv4/J0W6fHjx1NBQQHNnj2bg4XwNa9Zs8YUTMzOzuaMD5WSkhJO2cO6iYmJbIn//PPPnL4nCII2CMSBiQLl/IMUdMbXOEjBQ5YHgojoGCMIgvt90v/bk++TY2OG8GkfbOW/F980kCLCQrxeh+GnplBEaIgmdU2bnnJBELxKhdG5aa0CjUonp/XyJiLSgiBQQYXr01sFAvkVRtIqItKCoHOQfna4pIb0TE6Zdkf3E5EWBJ2DzhyBNkaHsyADb3eONoefEJEWBB1TWGls00zegURRZR1b1FpDRFoQdJzRgbErhJP8lVfJExxoCRFpQdApmAZLq35YX1Hf0ES55dpqWYhIC4JOwQSuQnOqNTZMq4i0IOgUQ7hMcWqLKB90pmkJEWlB0ClpcRGUYAjzdTU0RUxkKE9cqyVEpAVBp2Bau4GdEyk1ToYFBkkx4TSoSyIFa2wcD2nvCILOBxY6o2M85cTU0t8FlTytlN4ICw2mbinR1CkxSpOTZItIC4LOgTB1SIiitLhIyi6u5oIsh0AnNCSIOiUaqEuygcI0PHO4iLQgCCar+pSUaOqcZOA0tOyi6oDMADGEh1BGkoHax0dSqIbFWUVEWhCEZmKN4BkKJmk9WlpD+RW1fj3/YVAQUbvYCD6npOhwTbo17CEiLQiCXRKjw7nUNcRy93EItj9Z14bwEHbltE+I9Pp40e5CRFoQhFbBJK2dkw1cymrq6WhJDeVV1GpyYKbgYKLU2EgOBCYYwsnfEZEWBMEp4qPCuJzaGMO+6yMlNZoYNN8QEUKdEgxsNWs5EOgsItKCILgEgm7IjkApra6jQ0XVVOCDwfOTYsKpS5KBkmMCM99bRFoQhDYDtwIK/NUQawz56enZU9PjIzl9LjYysHtNikgLguA2oiNCqXeHOPZd/51f6RHLOjE6nHqmxVBcgIuzioi0IAhuJyYilPpnJLBIY8YTTNHljs4nvdLj2ILWEyLSgiB4DOQmx0cl046jZZxz7SpxUWHUr1M8RWpshDpvEDghUEEQNJu+NzAjgQXbVffGmZ0TdCnQQERaEASPg5Hl+naMZ5+1M0SFh7AF7Q/dtz2Ffs9cEASvdzfv3T7OqW1OS48NqJxnV9D32QuC4FXiDWEUGxnqsBWdHO3/PQbbioi0IAhexdG8ZmSIBPnRQEieQkRaEARNIvp8HBFpQRC8SnltvUPrVdQ2kOLpbot+gORJt4HqOt8PKuMqMlO04AuQK+3oYEw1dY3cGSY1Tl+dV6zR7ZOKHlAYyLwtL+rhz31H/sr6f1zQpu0xy3Sgj5kguP+Z25VT7tQ2e3IruCOLXnOkdSvSxoZG2nSwWJeTbqrsza1o8z76ZcTzuL2C0Bq19Y20/UgZW8fOCvvW7FIakJHA2R56RJciXVvX5BaBXnzTQPLUSyTzo+3898Lr+2l2RonymnoRaaFViqvq6M+jZS6P31FlbKBfDxZRnw7xLvda9Gd0KdLI08TsDW2dsy3CC00wCLQ3juMK8VGSwyrYB1bzvvwKyi9v+0h4DY0K/XG4lJJjwunUtFiney7qLrtj8eLF1LVrV4qMjKShQ4fSpk2bHNpu1apVnPd41VVXkS+pa2zy+Fi3egAWvyBYU1FbT7uOldPGA4VuEWhziirr6JcDRWyZYxovPeC0SK9evZoyMzNpzpw5tGXLFurfvz+NHj2a8vPzW9wuKyuLHn74YRo+fDj52jeGN7KIdNvZl1dJhZXen4lD0B6NTQpPVLv5UDH9eqCYjpXWeGx2cUUhPtZvB4vpt6xinmCgoTFw40tOi/TChQtpypQpNHnyZOrduzctWbKEDAYDLV++3O42jY2NNGHCBJo7dy5169aNfAHyLQ8XV9PGA0Wcfym458Hcll1KO4+ViVWtQ5qaFH5Jw6r98a8C/r+kyrvWbVl1Pe08Wk4/7iugHUfKOGML9QoknHLs1NXV0ebNm2nGjBmmZcHBwTRq1CjauHGj3e3mzZtHqampdMcdd9D69etbPY7RaOSiUl7uXNqONWgWYeBxLUyWGYjklNZyPmuP1Bie704IXOobm9jlAHFGga9YCzQ1EeWV13IJCQniMT8QZEyOjuChUnUj0oWFhWwVp6WlWSzH5z179tjcZsOGDbRs2TLatm2bw8eZP38+W93uAD8aLD1PNb2E4+Bh3ZNTwS9EjHQmYy4Elo8ZGRqFlXU84azWXYWNjQr7wlFwG2Jmc0xSi6BjrB+OB+LREGlFRQXdeuuttHTpUkpJSXF4O1jq8HubW9IZGRkuvfURwBCB9q5VDetFb1McBRJIlYMoF1UZ+X9/7k+gKESl1fVc/s4nCgsNZis76UTxh04yTok0hDYkJITy8vIsluNzenp6s/X//vtvDhheccUVpmVNJxQzNDSU9u7dS927d2+2XUREBJe2At8z/KaCdymtqROR9iPgwy2pruMCV0Ygx2zqG5o46IgCkMoHCxuCnWgI5zGv/Vqkw8PDadCgQbRu3TpTGh1EF5/vvffeZuv36tWLduzYYbFs1qxZbGG/9NJLLlnHziAC7Ruk5eIf485AkAsqjezC0OtvVmVs4JJdVM19J5D7nxKDEqGZXGynawE3xKRJk2jw4ME0ZMgQWrRoEVVVVXG2B5g4cSJ17NiR/crIo+7bt6/F9gkJCfy/9XJPoJCItC+Q6649kN1UUl1/POBXYaRqJ7tn64GmpuMDQKEgvZQnHYgJp3YxEWxlYwowvxDp8ePHU0FBAc2ePZtyc3NpwIABtGbNGlMwMTs7mzM+tIA/+JsCEbnu2gEparknsh5c7Zat5x6TR4pruMCXnRobQelxkTy4mDeDjy7Z83Bt2HJvgO+//77FbVesWEHeIi4yjLokG+hQUbXXjql3MGJZ5yRJw/O11ZxXbqSDhVXclBfc48s+WlLDxRAeQl1Soql9XKRXrGttOF08SM+0WM6XzC6u5qaeXn1v3hgPJSPJQO3jI/0uxSmQQAokUk6rjeLO8BRwFe0+Vk5ZhVV0evs4Djp6koAXaZBgCOdinoiPSLY/pxb5GkTBMaloSnQEpcSGyyQCGgBW89bsEs10MNGDO+SPw6U0qGsit9o9ha6eLEwNj9QwNT0MEW5YHsihxP+4ybWeqO8rEETBjYiOATzjcwRGEhSLWUvA5ywC7V2QQYbxgESkPQSsP5T28VGmC46u45iDDaKN//XYbEQ3WviW4yJDT/wf5vdda/UAAlowQNQcYMHzpMYd73ruSXQt0vaa8ChqBjdcJEjuh2gft7rrAspaQSIOpsFKgIUMQdb5VEX+DGIBfTvGU1pcJO3Lq5A0Ow+CZ6RnWgxfa08jIu2Ai0TtQqpGziuNDewiKTqRU+lvnWYgxOo5QZi12MtKcB0EytEhA3nRGDL0+Mhwvq6V/xMUdPzadkiI4q7l3gqQi0g7CX4YWJ4oyGaAQGOMA4xZgYCkVn3ayL7AzYWbTCxlfdyn6ou4vjH2RCeWOiqsMvIARIJjwIDBNUw58eLzxVR2ItJu+BExzx8KAggHCqrYetEKcN30aBdDiR5OExK03RpE3AVFHacDI9rBuNBjzKU1kAedFBPOvmYItK9bmiLSbgQWau8OcWyt7jha6vMmZqekKDotLVbylgUTyMg5Pmwngl2xbFioAythxDs99koMCw2mJEM4CzP+19qs5CLSHgAiDasFvZN8RURYsAi04JBhoVrZAPEWxFkg2CUBFiRXwaQAGIsDgpwYHUYxGh9jWkTaQ/jaIoGvvKFJobAQ7d58gvaAYKEg3oIgeYWxgYrZNVJHZTX+OVpeUNDx9MQkuC8M4RQXpW1RtkZE2s1grj+MoIXppHwJLKDNh0q42yoyOATBWSBkyJFH6ZoSzS9+pKCqs7RoeVwQA49gd9ynnGgIo9AQ/83zF5F2A2owRh1tTCvWBjrmYEZlNOnQnMUYudIpRXCVEDN/ds+0492ikTWCManhIvFlZlPQCWsZ9zjcjYE0TEHgnImXRRkdXDADCXJRIdBaTmvCDM4ouJGRIw3LAmOZSE9CoS0gwAa3CAo6fUGwc8pqvSrYidHh3MsSYz4H6r0sIt0KalfxCmM9CzNKpbFeM9ayM+DBwfjCKETVpmYhcr7hp2N/ZGSoT3JBhcBJ84PLD5PAHimp8YhLxBAeQh0To7i3nx5y/kWkT4AgSW19E4sxRBlRbvwf6F1rcX4oeeUnl8EigVhjECX8D/GODpcBlQTHwEtetbCLKo10qLiag49tJTH6eAcyWM3+FPhrK6F6FeSqukYqr1Gt43qOYmvZZeH12aKRN2v2YOGZwJxvEGwOJkWFsgXu60R/QduoPmyMe/NXXsWJVpxzxESGcjqpXjtk6UakEeRAxgV6WZXW1Isgu+Aq4RZGbYNplDVzHzcCNsgi0ZOFIzgO7o2zuiZxb9y9eRUOPX8Y/Ktnaix1SozS9X0VqgefMmaqgI9M8JyPO6uwmi3tvh3j2MIWBFtg/BgINgbLb8mVCF9zv4x4j47T7C8EZjjUCkSeBe9cZz8bEFDwAXiZn9kl0W73a8REBnXx7Gwn/kTAW9LwmQ7qksQ+sYKKWiqo0HYSvr+BBwodBjCTMlweElwUHAGWcv+MBNp0sKjZd/07JWhu/AxfEvAircLTPkWFUY/U44ExdRB/zL6CAGIgjlHgbuAjjIk4HjRUr2cgdRoQvAuC0J2TomlvzsnUog6JUTxyo3CSUL1af+iVhKKC0cAg1uUn0u+Q8aHniWoxCA1S8I6PnY3/JQ1PcD8ZSVH0V265xWfBEl2KtL3mF0pq3MllSMpXO7AcF/DAFG4IMs9neGIyA1jKUWEhuo6oC97LqU4wS62Tlllz5Iq0cgNFxISwr9XC4sZEtdX1nMoH8dbqbCwt9dhCt3CezzEqjKLDRZAF35EQpc/8Z0cRkXbV4o49PgGlP4wMpgb38LLBIDR66Eor+JdvWrCPXB0PjAyGTjOY/BOT1foKCHFaXAS/TPxt/FxBX0SEyb3ZEiLSbgapQ52TDVwg2DllNXSstJbdJN54YWDQmQ4JkezOEAR/IFBHr3MXItIeFuxu7WLolJRontnicHE1zyXnCR8zBp5pHx/p14ObC/okFLmdgl1EpL0AXA3wB6PAZ32oqJpyy2vaPNwp/MtdkqN5qnlxZwj+imR1toyItA+6xGJG8W7toulgYRUPOONsdgjEuXu7GN2OCiYEFmJgtIyIdBuormtbJkeXZANbwfvyK6nEzA2C/Gxbf0eGh1CP1BhTJ5y2HF/yUQXBP5AntQ30nr3W48fI/Gi7R/abtWCsR/YrCIJ7EY+9IAiChhFLug3smjfa11UQBCHAccmSXrx4MXXt2pUiIyNp6NChtGnTJrvrfvrppzR48GBKSEig6OhoGjBgAL377rsUCMCv669FEIQAFenVq1dTZmYmzZkzh7Zs2UL9+/en0aNHU35+vs31k5KSaObMmbRx40bavn07TZ48mcvatZ735wqCIOhOpBcuXEhTpkxhoe3duzctWbKEDAYDLV++3Ob6I0eOpKuvvppOP/106t69O02fPp369etHGzZscEf9BUEIgImhBTeJdF1dHW3evJlGjRp1cgfBwfwZlrIjP8a6deto7969dP755ztzaEEQAhTR6JZxyjlZWFhIjY2NlJaWZrEcn/fs2WN3u7KyMurYsSMZjUYKCQmh1157jS6++GK762M9FJXy8pODgguCIOgJr0SQYmNjadu2bVRZWcmWNHza3bp1Y1eILebPn09z5871RtUEQfAxYki7UaRTUlLYEs7Ly7NYjs/p6el2t4NLpEePHvw3sjt2797NQmxPpGfMmMFCbm5JZ2RkOFNVQRD8BPFJu9EnHR4eToMGDWJrWKWpqYk/Dxs2zOH9YBtzd4Y1ERERFBcXZ1EEQQhMRKLd7O6AhTtp0iTOfR4yZAgtWrSIqqqqONsDTJw4kf3PsJQB/se6yOyAMH/11VecJ/366687e2hBEAKQJrGk3SvS48ePp4KCApo9ezbl5uay+2LNmjWmYGJ2dja7N1Qg4Pfccw8dOXKEoqKiqFevXrRy5UrejyAIgmh0ywQpfuAQgk86Pj6es0TE9SEIgUVhZS0NfmqdaagFvfSILXdQ12SAJUEQfEqT5s1E3yIiLQiCT2kUlW4REWlBEHxKW6eRC3REpAVB8CkNjaLSLSEiLQiCT6kXd0eLiEgLguBT6hvEkm4JEWlBEHxKnTilW0REWhAEnyKWdMuISAuC4FPqJHDYIiLSgiD4lDqxpFtERFoQBJ9SL5Z0i4hIC4LgUxobT6bgNUk6XjNEpAVB8BkY3828W3iDiHQz9DHclCAIbaa6rsHt+4RAGxsaTZ+rjA0UHup+29HgxyPr+W/NBUHwKr1nr/X4Mc599juP7DdrwVjyV8TdIQiCoGHEkhYEwSEwIL/gfUSkBUEIeL+uPyPuDkEQBA0jIi0IgqBhRKQFQRA0jF84mdQJzTG7riAIQiCg6pmqb34t0hUVFfx/RkaGr6siCILgdn2Lj4+3+32Q0pqMa4CmpiY6duwYxcbGUlBQEOnlLYuX0uHDhykuLs7X1REEj6LH+11RFBboDh06UHBwsH9b0jiBTp06kR7BDauXm1YQ9Ha/x7dgQatI4FAQBEHDiEgLgiBoGBFpjRIREUFz5szh/wUh0JH7nfw7cCgIgqBXxJIWBEHQMCLSgiAIGkZEWhAEQcOISAuC4DFGjhxJDzzwgK+r4deISDvJbbfdxr0ep06d2uy7adOm8XdYRwU9qG6//XbuVRQeHk5dunSh6dOnU1FRkcPHPHjwIN188828j8jISO7YM27cONqzZw+tWLGCj9lSycrKoieeeML0OSQkhHt33XXXXVRcXOy2ayMIztK1a1datGiRxbLvv/+e7+/27dtTdHQ0DRgwgN577z3SKyLSLgCBW7VqFdXU1JiW1dbW0vvvv0+dO3c2LTtw4AANHjyY9u3bRx988AHt37+flixZQuvWraNhw4Y5JJD19fV08cUXU1lZGX366ae0d+9eWr16NZ1xxhlUWlpK48ePp5ycHFPBfqdMmWKxTB3zpE+fPvw5Ozub3n77bVqzZg393//9n4eukiC4xs8//0z9+vWjTz75hLZv306TJ0+miRMn0hdffEG6BCl4guNMmjRJGTdunNK3b19l5cqVpuXvvfee0q9fP/4O64AxY8YonTp1Uqqrqy32kZOToxgMBmXq1KmtHm/r1q1IkVSysrIcqt+IESOU6dOnN1s+Z84cpX///hbLMjMzlcTERIf2KwiugPtx2rRpXOLi4pTk5GRl1qxZSlNTE3+He9u82OOyyy5TJk+erOgRsaRdBC4MWKMqy5cv5ze+CqzktWvX0j333ENRUVEW26anp9OECRPYIm4tTb1du3Y8dsnHH39MjY2Nbqs/XCCoH1wwguBJ3nnnHQoNDaVNmzbRSy+9RAsXLqS33nqLW4Zw3c2bN8/U6rNHWVkZJSUlkR4RkXaRW265hTZs2ECHDh3i8tNPP/EyFbg4IMCnn366ze2xvKSkhAoKClo8TseOHenll1+m2bNnU2JiIl144YX05JNPsivFWXbs2EExMTH80jjllFNo586d9Oijjzq9H0FwBrjbXnzxRTrttNPYOLnvvvv4M0QX8RGMbgnDBcUWH374If32228WRpCeEJF2EVi4Y8eO5cAdLGr8nZKS0mw9d3ToREAyNzeXgyfwOX/00UfsX/7mm2+c2g8ekm3btvEND3EePXo0PzCC4EnOPvtsiyGGcQ/DiHGkZfjdd9+xOC9dupTveT0iIt1GlwdEGs05/G1Ojx49+MbcvXu3zW2xHJYxxN4RYG1cccUV9PTTT9Mff/xBw4cPp6eeesqp+sK1gXr17duXFixYwFbM3LlzndqHIHiLH374ge95WN0IHOoVEek2MGbMGKqrq+MMDFil5iQnJ3NWxmuvvWaRBQJUqxiZGa5MYoBtevXqRVVVVW2q/6xZs+iFF17gCRUEwVP8+uuvFp9/+eUX6tmzJxsJMBxsWdRIw0Pr9Nlnn+VUUT0jIt0GcJPBIt61axf/bc2rr75KRqORBfzHH3/knGmkvUG84WuGVdwacE8gZxSBQxwHaXzLli3jQCWWtwU0O5Hq9Mwzz7RpP4LQEkj5zMzM5PRRpKK+8sor3FdAzZPGs3H06FEqLCw0uTgg0Pfffz9de+21bNSg6DWnX0TagzNJwFr4/fffqVu3bnTDDTdQ9+7d2Sq44IILaOPGjQ5FqxH9xo0Mt8TQoUPpzDPP5Ag5Ps+cObPN9X/wwQc50o4XiCB4Argq0JocMmQIx1cg0Kp1jMwOZBrh2VBdf3AfVldX0/z587lDi1quueYa0iMyVKkgCIKGEUtaEARBw4hI+5j169dz7rK9IgiCvhF3h4+Brw5BE3sgZU4QBP0iIi0IgqBhxN0hCIKgYUSkBUEQNIyItCAIgoYRkRYEQdAwItKCIAgaRkRaEARBw4hIC4IgaBgRaUEQBNIu/w+fWlCKXaSwogAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GsoLMIDTQjho1ijxCCmBP2tZ7RuMgGsua8+bkhsO3337b/H5dXZ3IYbRsOIR/plKppAceeMBqX3JeqexJwxNGw5Ot15iWliYavgByQNGwheOwbJCQsc1FbQm5IeORRx5pdrvNmzc3ySPFNYMnO2nSpCbbwh+E14gcXkfYO1b41sgDRmOSJfC1kSdt2bj02muviWP6/PPPzevsNR7hOl100UXCO7X08o4ePSoaKvF7NteoaO84cRzIgU5JSRHerC2XXXaZ2R9Gbjh+f8vjtGXmzJni+LKzs83rvvrqK3F+aKiUgc/rKE86IyPDKk/aW560XKZx71iWfXu5xr///rs4rz59+ogcX9sGZaxHHjXyqZ0FZcT2fgXIz8d3DRgwoNXypMHNN98scvzz8vKk1mo4/PDDD83rhg8fLhqY7TF79my73ra7BLTd4Q7ovYY8T6TcwZfE0xF+LqqASK2RPTZU+1DtffHFF8VTE097WAu2/jGq4khlQr4pUrwQ1cEbKygoMPckQ+TyyiuvCPsAfifWIwpD6hd8T+SOwpdzBuwb3U7hm8FH37Bhg9X7SD+ENy7bBejphHQ5+NZyj0NYNpa9CBH54cmPfE6cC6qeliA3GVVSOe0RHirWoWaA/SKfFpG5bXdrRDLYDpEErjtyglG7uPLKK0VXahlYGsirhp+PCBV+Po4BtRtsL0fn8PbGjRsn2hdQk7BNAcNvNGLECHOtAPYTbCi0XSASQo9MXHPYTpa9AQHymH/55ReaM2eOOcpFRCTvzx6PPPIIvfvuuyIFEV2bEXEhpRPRuGXPT9glqJ3gPXwPesfh2BCR4jwtLTrU1ORed3KULtsAiOxdsaBsQZmW7ZrmQNlCvwGkqOJcbHscwp9HKqJcQ3QG1ERgF6EXKcokflPUavCbwK935rhcAeUDtSzc0y0NA2ALanvyPX3ixAlxz8A6wbHLIB8a9zR+G7RZ4F6A5Yjvw/YoN7gnbO9P1ACRjukSUohF0nLkNn36dBFRIYOhf//+5sjYEuwfkTOiBrSMo3UXPf4sI2lEGoh45F5YyFrAUxY9rOw9+ZEBgW2QsoaoDqlI6KXk6rk7WmyzURBtIvUK0SfOA9fCtkeVHEE4WiyvzcqVK6Vhw4ZJSUlJosUbkTIyAZDhYY8ffvhBpMLhfNHqjmtlm7aFzBqk0aH2gX3iWuO1ZcqTZWaNo0VOswRffPGFNHbsWJHJgygWtQdk0iCzxR67d+8W+0DUC5588kmrMuMIlAfsF9cW34GaiL2MFNSunn76aREVosxh3/YyEBxlLGBxNuXLUbl3NRo9ePCg6JmK3xjXENcSrw8dOiS5Cnq1Lly4ULr44otFaid+Z5QHRMrIenLEBDcjaTB69GhRg0UNwhnk++C7774T6b0oh6hd4zdFDcIS/MY4ttjYWKvfBmWwuTKKMuwqbfCPa7LOMAzD+IqQazhkGIYJJELOk1Yq8MEs08IceYq+yKlllA2GQrWXCioDvx0pgL4Ax2FvaFZL4D+7myPcGiBLyDZDyBZcL9t2CsXgskHCeIXmvEh73jATulj22GsN79oTWmonwIJ2FH/yegttLvbacpQEe9IKARkLlr3gHI2AZzkYPROaIBNJziF3lHuM7ANfgHxkR/nUMsgMkrOD/EFeXl6Lo03ierk7IJO3YZFmGIZRMNxwyDAMo2ACouEQnQowBxo6mngy5xvDMIxSgImBDloYu6W5AaECQqQh0P4aKIVhGMabYCYpeRCvgBVpuas2TqY1p9lhGIbxFxgKAcFnS8O9BoRIyxYHBJpFmmGYYKIlC5cbDhmGYRQMizTDMIyCCQi7g2EY/2Mw1lOgolUHrtQF7pEzDONT+izcToFK1rIJFKiw3cEwDKNgOJJmGMYpji4Z12r7OltsoMyiKvF3bX0DzXu3ceLb5TcNoMhwFXVM1lKPtv4bOU9JsEgzDONTX7dMb6TzFdUUGfHHtGEyEGisL9TVUrv4KEqNbZxxPZRhu4NhGJ9RVVtPB89VkDPDuh0+X0EV1XUU6rBIMwzjM4Hed7aM6upNTm3f0CDR/uwyqjCEtlCzSDMM43VKqmrpl6xSMjop0DL1DRLtzS6lQl0NhSos0gzDeHWkNzQQHsgpF5GxO5hMRAdzK+hkQSWZTKE3/D03HDIM4xX0tfV0LE9H5a1kV5wtMVCp3kh92sdRrCaCQgUWaYZhWhVEu1klerEgCm5NKmvqac+ZUuqcrKWuKTGkCgv+8eVZpBmGaTVro0BXS6cKq6imrsGL30OUVWygvIoa6pYaQ+3jNUE9GQiLNMMwHlNUWSu8Z0S6vqK2zkTHzusou8RA3VOjRU51MIo1izTDMG5HzsVVRjpTrCedH/OZ9ci9zq2gGE04dU2JprZBJtYs0gzDuOw55+tqREMeBFIpVNXU06HcCtKqVdQpWUvt46MoLAg8axZphmGcoq7BROfKqimnzCCsBqViMDbQ8bxKyizSU0ZiFHVIjBLdzQMVFmmGYVrsKZhTaqD8ihpqCKA8ZWO9ic4U6elsiZ7S4jTUMUlLcQGYuscizTCMXb+5qKqWckqrxYBIgYzJRJRXXiOWBG2EEOvUmMiAsUJYpBmGsbI0zpdXU25ZNVUbvZdG5y/KDXVUbqigyIgw6pCopYyEKFKHK7vjNYs0wzBiaqzsUoOINgPJ0nAXeOqnC6voTHEVpcdFiYbGmEhlyqEyj4phGJ9QbjCKLA3kOYciJhOJmgOWpBg1dU7SUnKMssawZpFmmBAdlQ7dtsv0oT0MqCWlVUaxxEVFiHxrpUw4wCLNMCEExmY+WVjZaoMeBSO66jr6LaecYjXhdGFaLCVGq/16PCzSDBMCYB7BkwVVIo2OcQ50cd97tkxE1D3TY0ljZ7ovX+BWs+aqVauoS5cupNFoaPjw4bRnzx6H277xxhuii6blgs8xDOMbMGD+7sxSFmg3gV+/K7NE+NYBIdJbtmyhefPm0aJFi2jfvn00cOBAGjduHBUWFjr8TFxcHOXl5ZmXs2fPenrcDMM4AcbVwLgWzk5ZxdgHExYcPa8TEw8oXqSXL19OM2bMoOnTp1OfPn1o9erVpNVqad26dQ4/g+g5PT3dvKSlpXl63AzDtABGh0OaGdN6IBMGQ7EqVqSNRiPt3buXxowZ88cOwsLE6127djn8XFVVFXXu3Jk6duxIEydOpCNHjnh21AzDNAvGcz5dxALtDdDN3JcDS7kk0sXFxdTQ0NAkEsbr/Px8u5/p2bOniLI/+ugj2rBhA5lMJrrkkksoNzfX4ffU1taSTqezWhiGcS1DIRQ6pfgDTDpQZvBdV3mv94ccMWIETZ06lQYNGkSjRo2irVu3UmpqKr366qsOP7N06VKKj483L4jAGYZxnkAZlyJQUfnw+rok0ikpKaRSqaigoMBqPV7Da3aGiIgIGjx4MJ06dcrhNvPnz6eKigrzkpOT48phMkzIk6RV+y1lLNiJCA8TAzQpUqTVajUNGTKEduzYYV4H+wKvETE7A+ySQ4cOUbt27RxuExkZKTJCLBeGYVyLpAd0jA+JiVp9CSZ8GZART+Eq3w3K5PI3If1uzZo1tH79ejp27BjNmjWL9Hq9yPYAsDYQCcssWbKEvvjiC8rMzBQpe1OmTBEpeH//+99b90wYhrECYydf1DlRjPjGtE4EPbhTos97ILrc43DSpElUVFRECxcuFI2F8Jq3bdtmbkzMzs4WGR8yZWVlImUP2yYmJopI/KeffhLpewzDeJf4qAga1jVJzFQSqoMotQYYfKlPuzi/WEhtJIzurXCQ3YEGRPjTbH0wjHsUVtbQ7/lVIj1PSdTWNdCcTfvF36tuGUyRCvLS1eFhYvyO9HiN33SNx+5gmBChbayGUqIj6Vx5teiJiOmlGPuEq9qIkfAwMYC/fX0WaYYJsQZFTB/VPiFKTCp7tlSv6Ell/RE54/pg8toIHzYONgeLNMOEIIgOMRsJxChfVyO6O/uyF53S0KpV5oeXvyNnW1ikGSbEI2sIExZMBIAptEqqAnviWVdIjP5jYlqMMaREWKQZhhFg2igsiKgh1hjaNBi7loeFEaXFaYQ4I01R6bBIMwxjRXRkOPVuF0c92saIMZRzSqsVlxHirt8MeycjMYoiw5WTQdISLNIMw9gFDWedk6OpU5KWCisbrRBMvxVoxGjCqXOyltJiNQE5pgmLNMMwzQKvFvYAlkCaXTwpRk1dkqMpyc9zFHoKizTDME6ToFWLBb41cq0LdDVi6E4l0TYuUuQ4xwaA3+wMLNIMw7jlW/fLiKduqdFCrNHI6G+xTovTUNfUaIqJDC5ZC66zYRjGp2jV4dS3fbzwrjGtVLEfbJDE6Ajq0TZWjFMSjLBIMwzjMYheB3VMELnWJ/IryWD0fjZIZEQY9UyPFd3dgxkWaYZhWg3kWV/cTU2ZxXoxF6C3LJBOyVrqlhLt03Gd/QWLNMMwrQrS3JBjnRKjpsPndK2aY60OD6O+7ePEwyBUCP7HEMMwfgFZIBjLOkHbOl5xrCZc7C+UBBqwSDMM4zUQ+V7UKVGkxXma8zy0S1JIztvIIs0wjNftj37t4yklNtLt7I2BHRIUNzqdr2CRZhjGR0IdR9pI1yJhTYSK+meErkADFmmGYXwCMjH6Z8SLGbedpV9GnLBMQpnQPnuGYXwKumpjiFBnwLyCCdrAHnejNWCRZhjGp2BUPYzp3BLocs6wSDMM42PgM6fGNN9LMDFaLbqcMyzSDMP4gZZS8tI8TNkLJlikGYbxOS11cElkL9oMizTDMD4H01dhgCR7IN0Os3czjbBIMwzjF6Ic9B6EZ63Umbv9AYs0wzB+wVH+szqcBdoSFmmGYfxCmINoWeVMfl4IwVeDYRhGwbBIMwzjFxxNCNBgUtjMtn6GRZphGL9gbDDZXV/nYH2owiLNMIxfqHUwY0trzuQSDLBIMwzjc2BpVDsQ4/oGiWrrWahlWKQZhvE5lTV1zU5Sq6uu9+XhKBoWaYZhfE6J3tjs+6UtvB9KsEgzDONzCnW1zb9fWUNSc6F2CMEizTCMT6kw1JG+tnk7o7bORMVVHE0DFmmGYXzKmRK9U9tlObldsMMizTCMzyipqqXiyuatDsuIu0BXQ6EOizTDMD4BnVSO51e69JkT+ZUhn47HIs0wjNdBI+CR8zqqNromuMZ6Ex3KrSBTCHcVZ5FmGMbrAn00T+e0zWFLuaGODp+vCNlsD7dEetWqVdSlSxfSaDQ0fPhw2rNnj1Of27x5sxjM+9prr3XnaxmGCTAQAUOg88prPE7ZO3SuIiQHX3JZpLds2ULz5s2jRYsW0b59+2jgwIE0btw4KiwsbPZzWVlZ9OCDD9LIkSM9OV6GYQLIgz6QW+6xQFsK9b7sspAb28NlkV6+fDnNmDGDpk+fTn369KHVq1eTVquldevWOfxMQ0MDTZ48mRYvXkzdunXz9JgZhlE45QYj7c4sodJWznWuMNTRz2dKRZZIqOCSSBuNRtq7dy+NGTPmjx2EhYnXu3btcvi5JUuWUNu2benOO+906ntqa2tJp9NZLQzDKB/YEScLKmnv2TLRIcUb1NWbaH92OR3L04XEsKbhrmxcXFwsouK0tDSr9Xh9/Phxu5/ZuXMnrV27lg4cOOD09yxdulRE3QzDBA7oyn2yoMrlDA53OVdWTcVVtXRB21hKj9dQsOLV7I7Kykq67bbbaM2aNZSSkuL05+bPn08VFRXmJScnx5uHyTCMB+hq6kTkfDCnwmcCLYNo/fC5Cvolq1RYLBTqkTSEVqVSUUFBgdV6vE5PT2+y/enTp0WD4dVXX21eZzI1Vk/Cw8PpxIkT1L179yafi4yMFAvDMMqlqraeMouqWhwsyRdUGOro16wySomNpG6p0RSniaCQFGm1Wk1DhgyhHTt2mNPoILp4fc899zTZvlevXnTo0CGrdQsWLBAR9sqVK6ljx46eHj/DMH6InM8WGxTZZbu4srHbOcS6a3I0xWsjQkukAdLvpk2bRkOHDqVhw4bRihUrSK/Xi2wPMHXqVMrIyBC+MvKo+/XrZ/X5hIQE8b/teoZhlA3GeMagR62dseFNsU6MjqBOSdGUEqMWfTRCQqQnTZpERUVFtHDhQsrPz6dBgwbRtm3bzI2J2dnZIuODYZjg6IySr6uh7FIDVdUE3mwpZfo6KtOXkzZSRZ2StNQuPopUYYEl1m2kAOhriRS8+Ph40YgYFxfn78NhmKAHHUbOlVeLDAqMn+HtCWnnbNov/l51y2CKjFB57bvCVW2oQ2IUdUjUksaL39OauuZyJM38gcEYeJGFjFbNPz1jvwEup8wg0un+18YfVNQ3SJRVbKCzJQZKjY2kjolaSoxWk5LhO9UD+izcToFK1rIJ/j4ERkGWRkFlDeWUVpOuuo5CAUlq7GaOJUYTTh2TtJQep1GkFcIizTAhCmyM3DID5frA0lAyVTX1dOy8jk4VVlFGAqyQKL9bIZawSHvA0SXjvGajDH1yh/j71wV/ZmuCafXyhep+XkV1UFoannQ3zyrWU3apntrGaqhLSjTFRPr/3vP/EQQwvhBPfAeLNNMaVNbUCT+2cSZufx+NcjGZiPIrasQC3xpiHR/lv3xrvvsVSCgMGsP4DnTVPl1UJUSHcY2iylqxQKx7tI2haD9E1izSCiSrxGD+OxQHOWdaB5SdM8VVwtrgyNkzINQYzCkjMYp6pMZQuMp3fUG414nCwDi5uRYijQiIYVwFgw39nFki7A0W6NYB1zG3tJp2ZZb4dDxrFmmFgW63lpwrDe2Wd8Z10CCIGUwMPh6RLlSorTPRgZxyyin9I5jyJizSCkNl06UeLxWYuskolEJdDR05p+OsDR9E1SfyK0WvTG/DIq0wML6AJe0TtD71v5jAbnA+ksezGPmSE/k6r8+5yHe/wkiKVpNG/UcifXo8j6vNOEeZ3kgNDWxA+xLUWNCg6E1YpBWIOvyPnyWCo2jGWdgW8wveHgKVFUBh1DeYSG8xJGRldeAO4sT4loQotRjljfEdGOsj2csDNLFIK4y8ihqr3Ojcct+0IDPBUQPrlc5D+foSdHDx9jgfLNIKFGlLyvV1Xm+YYIIHzJrdNyOOAnQSkoCiZ3qsGD3P23CPwwDoEo51ShqVi1E2mH0kKkJFR87rfD57dygQGRFGfdrFUXKMbxr1WaQVhr2GQm48ZFwlQaum4V2TKLNYLzpdcK/D1qF9QhRdkBbj03uSRVpBYCaz2voGuz2cOJJmXAX59RemxYrxkU8WVInxJxj3SIpR0wVtYyhW4/vR8FikFcT5ihohyLacKdHTIG3jLOsM4yoY6nZgxwSqqK6jM8V6MYs247w4d02O9usUWyzSChoQB72X7IGbCrNGoCWZYdwFYyIP6phAupo6yi4xUIGOx5V2hBhHOjma4rX+G0dahkVaAeCm2Z9T3ux4C5gxQq0Ko07J3m9NZoKbOE0E9cuIp+6pMZRdaqDz5dU8JC41jpODRlcMzeCPcaMdoZwjCeHZMvZnlzvVnff3gkqRWuWLtB8m+IlSq0QaWbfUaCHUmIg2FNM9IyPCqEOiVsxvaNnbVymwSPtRnDFTBiYBdSWKwchbpXqjaAxK1KopjIfIYzwEmQqdk6NFBInGRUTX5YbgnzU8VhMuaqZpsRpF30cs0l7EZJKopr5B5KrW1Juo2lhPlTWNiydjRMtT+qBLKqajR2HTRoSTRh0m8mOx8Mh5jDtjULSN04gFjYxI3QtG3zo1NpI6J2tFmmIgwCLtQnpcvUmi+gaJ6kwmMbNwHf5uwP9//I0Uutp6kxBhbOtNEIFXGOrEYgsEHFU3saga/0fEhL8xvoP8d0R4GwoPw3ttvD5QDBNYjYzxGfGisRpinQvfOoBH2FOFtaF2CRpRWwi0iZ0D62hbcRAjIxYLoYWgYl29yeLvBsm8LQQxkCIKHC8ieFd6nKkg3mF/iDiEGwKuloUcQh/WRkTpeC8yXMXiHuQgP/+CtFgxYzasOVghCFAChXBVG+E3Q5yV6DdTqIs0BPZ8eQ1V1taJqYQgyli4Jds+iJQaGhqIXLAjoc9ytI4bGtYLqssxCmodZzwHD+2uKY2+9bmyajHNm5KndQtXtRE+e8fEqIC3/oL6TsKPkxgdIUREq26MKmFHIHpujKJZsN0BwhxhYaFEhjcKNLIFtBGNCxOcwDZAYxtmzYYNArH2tq3nCqgN4kGCJViGUwhqkQboxtlcV06ItBDsZnxm2B3ye8aGhqCaP04W3EbRlW2OsCaetfy3/B4T2kCsYYFgLAv0Yswt8//4IO0Toqh722hhwwUTQS/SzhQ2RIBRpHLJRkHjIHJK5f+rautJV12vyDxTVP3woIrThItzRSFGbigiYIgve8qMu6A2hVxrRNbH83R+Sd2L1YRT7/ZxopNOMBLyIu2ujYLFslcS0u1KDUY6fK5CUdU/gKofOsBwBMx4C7RBDOmcKBoXMYSBL2zEsDCibikxonwrOc/ZU1ikPeyQUlxlpDKDUaTBKdXfzizSiwURBwaKwWS3mPKHI2imNUF5QjCAMnYwt5wMtd6rVUapVaJrO1IFgx0WaTfR19bTwdyKgBpUXe5Igy7AyH9FahLDeCOqHtYliQ6f13llxL3E6Aga0CEhZGqGLNJuAqvj0h4pwoPGAEmIGuBL43U1vGo7Q476o6UbvQ+1yLpQh1N0pErcQFg4ima8CezAgR3i6VhepQgKWou2cZHUr318UNsbtrBIewhSz8SA/LF2OpPU/a9LeF2DyNM2GOsbO5jUNbRaS3hjemGjCIsUOHXj8UCcAzV5nwkOEAj0bhdLJkkS49R4Skps6Ak0YJH2EmJcjf9FrbagkVFvrBeRN+yHMr1R/N8SEN8EbYTw4eAvI5oPlSofE7hCjfkAEah4kvkRowmn/hmhJ9CARdoPoKDJ+dvt4hvXoRBjMJusEgPVWqTxwZVA/meHpKigTTFigr+89+8QT7szS93qUq4Ka0MDOsSL/0MRDsMUAqJkdGPF5KGRFj32+mUkUJ8gzgFlQgPk5vdMs/EEnaRH25iAGxSpNWGRVqBYI+9TJiU2MIZTZJiWSI/XUJyLKXPaSJUYOz2UYZFWIPCbGSYYwSwwrtA1JTrkM5HcEulVq1ZRly5dSKPR0PDhw2nPnj0Ot926dSsNHTqUEhISKDo6mgYNGkRvvfWWJ8cc9HBWBhOsoBMVMpCcvQ/SYjUU6risBlu2bKF58+bRokWLaN++fTRw4EAaN24cFRYW2t0+KSmJHn30Udq1axcdPHiQpk+fLpbt27e3xvEHJRhrg2GCEUTF7RKinLZHwkK0sdAjkV6+fDnNmDFDCG2fPn1o9erVpNVqad26dXa3Hz16NF133XXUu3dv6t69O82dO5cGDBhAO3fubI3jD0o4rY4JZtLiIp3bjqNogUtqYDQaae/evTRmzBjzurCwMPEakbIzU1Dt2LGDTpw4QZdddpnD7Wpra0mn01ktDMMEB8jUaMnywCxAcVHcNuOySBcXF4uZO9LS0qzW43V+fr7Dz1VUVFBMTAyp1WqaMGECvfjiizR27FiH2y9dupTi4+PNS8eOHV05TIZhFE5STPNZS0laHgBMxiePqtjYWDpw4ABVVVWJSBqedrdu3YQVYo/58+eLbWQQSStRqNHN29v79dZ3hHLeKeN/EqLUlEuOx/RAz1qmEZfu1JSUFFKpVFRQUGC1Hq/T09Mdfg6WSI8ePcTfyO44duyYiJYdiXRkZKRYlE6fhd5v/Bz65A6v7Ddr2QSv7JdhnKElEWaRdtPugF0xZMgQEQ3LmEwm8XrEiBFO7wefge/MMEzodtpylGoqj3vDNOLylYANMW3aNJH7PGzYMFqxYgXp9XqR7QGmTp1KGRkZIlIG+B/bIrMDwvzZZ5+JPOlXXnmFAp2jS8b5+xAYJqA7bZVUGe0OpsR+tAciPWnSJCoqKqKFCxeKxkLYF9u2bTM3JmZnZwt7QwYCPnv2bMrNzaWoqCjq1asXbdiwQewn0GFfl2HcBwOM2RNp7nFrTRsJeXEKBw2HyPJAlkhcXJy/D4dhmFagUFcjZjfCqI9zNu0X61bdMpgGdkoIiVmDdE7qGj+yGIZxitbONEKFGwJdW//H0Lz4W9WmTat/lzaAa72Be+QMwwRdNtO8dw96Zb9ZAZzNxP2PGYZhFAxH0gzDOAVnM/kHFmmGYYLe1w1k2O5gGIZRMCzSDMMwCoZFmmEYRsEEhMkk97fhcaUZhgkWZD1rqT9hQIh0ZWWl+F+Jw5UyDMN4qm/oeRjQ3cIxat758+fFuNShMvCKPIZ2Tk4Od4Vngp5QLO+SJAmBbt++vdV4RwEZSeMEOnToQKEICmyoFFqGCbXyHt9MBC3DDYcMwzAKhkWaYRhGwbBIKxRMH7Zo0aKAmEaMYTyFyzsFdsMhwzBMqMKRNMMwjIJhkWYYhlEwLNIMwzAKhkWaYRivMXr0aLr//vv9fRgBDYu0i9x+++2i1+PMmTObvDdnzhzxHraRQQ+qO+64Q/QqUqvV1LlzZ5o7dy6VlJQ4/Z1nzpyhW2+9VexDo9GIjj0TJ06k48eP0xtvvCG+s7klKyuLHn/8cfNrlUolenfdddddVFpa2mrXhmFcpUuXLrRixQqrdd9++60o3+3ataPo6GgaNGgQbdy4kUIVFmk3gMBt3ryZqqurzetqamro7bffpk6dOpnXZWZm0tChQ+nkyZO0adMmOnXqFK1evZp27NhBI0aMcEog6+rqaOzYsWJG4a1bt9KJEydoy5Yt1L9/fyovL6dJkyZRXl6eecF+Z8yYYbVOHvOkb9++4nV2dja9/vrrtG3bNpo1a5aXrhLDuMdPP/1EAwYMoPfff58OHjxI06dPp6lTp9Inn3xCIQlS8BjnmTZtmjRx4kSpX79+0oYNG8zrN27cKA0YMEC8h23A+PHjpQ4dOkgGg8FqH3l5eZJWq5VmzpzZ4vft378fKZJSVlaWU8c3atQoae7cuU3WL1q0SBo4cKDVunnz5kmJiYlO7Zdh3AHlcc6cOWKJi4uTkpOTpQULFkgmk0m8h7JtuTjiqquukqZPny6FIhxJuwksDESjMuvWrRNPfBlEydu3b6fZs2dTVFSU1WfT09Np8uTJIiJuKU09NTVVjF3y3nvvUUNDQ6sdPywQHB8sGIbxJuvXr6fw8HDas2cPrVy5kpYvX06vvfaaqBnCuluyZIm51ueIiooKSkpKolCERdpNpkyZQjt37qSzZ8+K5ccffxTrZGBxQIB79+5t9/NYX1ZWRkVFRc1+T0ZGBv3nP/+hhQsXUmJiIl1xxRX0xBNPCCvFVQ4dOkQxMTHiodG1a1c6cuQIPfzwwy7vh2FcAXbbCy+8QD179hTByb333iteQ3TRPoLRLRG4YLHHO++8Q7/88otVEBRKsEi7CSLcCRMmiIY7RNT4OyUlpcl2rdGhEw2S+fn5ovEEnvO7774r/OUvv/zSpf3gJjlw4IAo8BDncePGiRuGYbzJxRdfbDXEMMowghhnaobffPONEOc1a9aIMh+KsEh7aHlApFGdw9+W9OjRQxTMY8eO2f0s1iMyhtg7A6KNq6++mp566in67bffaOTIkfTkk0+6dLywNnBc/fr1o2XLlokoZvHixS7tg2F8xXfffSfKPKJuNByGKizSHjB+/HgyGo0iAwNRqSXJyckiK+Pll1+2ygIBclSMzAx3JjHAZ3r16kV6vd6j41+wYAE9//zzYkIFhvEWP//8s9Xr3bt30wUXXCCCBAQO9iJqpOGhdvrMM8+IVNFQhkXaA1DIEBEfPXpU/G3LSy+9RLW1tULAv//+e5EzjbQ3iDe8ZkTFLQF7AjmjaDjE9yCNb+3ataKhEus9AdVOpDo9/fTTHu2HYZoDKZ/z5s0T6aNIRX3xxRdFXwE5Txr3xrlz56i4uNhscUCg77vvPrrhhhtEUIMlVHP6WaS9OJMEooVff/2VunXrRjfffDN1795dRAWXX3457dq1y6nWarR+oyDDlhg+fDhddNFFooUcrx999FGPj/+BBx4QLe14gDCMN4BVgdrksGHDRPsKBFqOjpHZgUwj3Buy9Qf70GAw0NKlS0WHFnm5/vrrKRThoUoZhmEUDEfSDMMwCoZF2s/88MMPInfZ0cIwTGjDdoefgVeHRhNHIGWOYZjQhUWaYRhGwbDdwTAMo2BYpBmGYRQMizTDMIyCYZFmGIZRMCzSDMMwCoZFmmEYRsGwSDMMwygYFmmGYRhSLv8PnyCZwuKZNzcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jdnqpadm4NtApignp800B7g0cD2wXXBy4Bj/44AO3ndtwMXXo0IE77HBOcV2i9XHixIl6KdZNPadNBf0ZCENFnwJ83bgHcR3i3Lm6m9C5j2MHlybuIW+u24CghDEtsaRVywHpxEiAQajR6aef7mRZqOD3YTnD2klOTuaQJCSfOFoiSP9FiBAy2bBuhNQhAWDVqlX1fg/hfAhzwjIIBUPCA5JgNm/e7PW+e5pcQwZhbSLJANYn9gPHwtHyA9iXhn7T8dg8++yzypAhQ9gyhOULqwoWIcLb3PHtt99yajr2F+FmOFauiSTYpobW72p9eZrUMMvmHCeEQ2I+thcgRBPJUK6JQK4cPXqUW0xoKaElBmvZ07FAOnjPnj35msO5f+aZZ+pZfw3tY6dOnRRvQKsD4YnYLlzrCPVEUo7rOUU6NZKssAzOKc7TmDFj3IbaNfWcepPM8vTTT7PFjsQyhM5hGx1BSwslA7AuhA+q14Q3120giMCfwD0iBEEQhIaQOGlBEAQNIz7pEAM95PDHNgT85K0VUysED7hOPMVdA/hs0ecRCNDfgYSghkAEkBoFFMqIuyPEQMYiMtwaAp056PAUwhvUnmkoMxZhpK1dg9oTWG+XLl0aXGb27Nlu60OHGiLSIQZ63RFt0hAoiq8mFAjhC64TTyUIAFpbiBgKBIh3/+677xpcBhEXAY268BMi0oIgCBpGOg4FQRA0TFB0HCLlFQHxSBBpLLVTEAQhGFBT5VEmwLVQW9CJNAQahXcEQRBCDQx2jEzNoBZpNcUaO9PccpyCIAhaAuVrYXyq+hbUIq26OCDQItKCIIQSjblwm9VxiJJ+KCiEkpIopoICJZ5A3VxshOOkjjghCIIgkG9FGtWspk2bxoHkW7du5ZELUFHKtaqbI7B+UcxbnbwdtUQQBCFc8drdgRKKGKECZSsBRrNAqccVK1bwOHXugPXsbiQRQRCCh3LbH+MUBhux+qDw7LrFqy1Hnj+ylBwHCkXoCEYJ2bhxo8fvYWBWpJgilA51kDHoJ7LePIF6sI7jn8HBLghCYOkz6zMKVg7NH01h4e7AIJoofOJa5BzvUdjcHRhhG1b2mjVruDg5hBpFtFHk2xMY1w9FgNRJwu8EQQhXWr0NgBEu1FEuAAQaI1xgVBOMMuEOWOrwe7uGqgiCEDh2zR3VKr/71e5cuuudbfz/5pkXB7VrojXw6mhg2CSUL8SQTo7gfVN9zhgaCKMq79u3z+MyGD0ZkyAI2qG1xDNaF+m0DhHpFrg7MDw7xglbv3593Ty4L/De0VpuCLhLMAKxVGETBAHYHWq8Sb23+nj9yIIbYuLEiTR48GAaMmQID/hosVjqoj0woGNmZib7lcHcuXN5EFMMFFlcXEwLFy7kELzbbrvN21ULghBiQJTt9j+EubpGRLrFIo1RnjFiwqxZs7izcODAgbR27dq6zkSMEOxYLAT1ahGyh2WTk5PZEt+wYQOPiC0IQnhT5SDQte9rArYtWiUo6kmj4xBRHhimXtLCBSF0KK2som/25NHUd2s7Dr+ffhFlJofH0G7mJuqa1JMWBCFgWKx2l/fBmzDTWohIC4IQMIornAfCNVdWBWxbtIqItCAIAQGe1vxSZ5EuKLNSjXQeOiEiLQhCQMgrs1JllbO7o9qu0ElzZcC2SYuISAuC4HdgLe/LKXP72YG8MqqWKI86RKQFQfA7v+eWUrnN2YpWsVbV0O7sUr9vk1YRkRYEwa8cLrDQscKKBpfJLqmkfbki1ECS5AVB8FtH4b7cMjpcUN6k5Q/ll3OyS8+2CRQZ2fAQU6GMiLQgCK0OOgh/PVFCRRbvQuyOF1VQaWU19cs0hW3hpfDca0EQ/NZBeKyogg7kozOweaF15ooq+vFAIXVOi6NOKbFhZ1WLSAuC0CqujbxSK+3LK6Nyl6zC5mCvUWh/bhmdKK6grm3iKMNkbHSU7VBBRFoQBJ9azrmlVracfSHOrlTY7PTrcTMdzLNQp7Q4amcyhrxlLSItCEKLsVbb2X98vLiCQ+ham3KbnX47YeaOyMykGOqQHEPGaB2FIiLSgiA0P627zEYnSyoon9O5/b8NVdU1dCjfwmF9qfEGap9opLR4Q0hZ1yLSgiB4XV4UccwnSyrJVq2NzEBFIcovtfIUHRXJPuuMRCMlxkRTsCMiLQhCk3zB2eZKFmetlxOtqq6ho4XlPMXqddQ20ciiHWcITrkLzq0WBMEvsc25ZiuLM8LggpFym507GTHFG6NYrNuajBSjDx7/tYi0IAhOHYAQ5hxzJRWXB6cwe6Ksspr2VZZxZ6MpJpoFO91k0HyHo4i0IIQ5iEHOLa31MRdZbOzfDXXMFVU8/Z5TSslx0ZSRGEPpCQaK1mmvnJGItCCEKRDkEyUVbDlDqMOVIksVT3siidITjNQu0UgpcXrNJMuISAtCGIE6zbCYkaqt9Q5Af1NTU1t9DxM6HDEgbvukmIBb1yLSghAm4nyksJyn5tbQCCfQ4bg3p4wO5FkoKyWGOqbEkT4qMGItIi0IIQ7qXcD3KuLsPXADoWTq0aIK6t4mnrJSYsnfiEgLQgjX0dh10szNd6Fl2O0K7ckupQKLjU7PTCSdHzMatdeVKQiCTziQbxGB9jHIaNzr5xFjRKQFIUTJlVG3W4Ucs5X8iYi0IIQoyLATfE+8wb/JLyLSghCi9MxICKr052DAEB1Jfdol+nWdItKCEKIYonQ0pEsKpz4LLSclXs/H098PPmkPCUIIg0SM/h2SqKDMSvvzLEFbKCmQoHpet/Q4zkYMBCLSghAGoCA+Jow7eLSonArLbIHeJM2TFBvNcdGo6RHIFHERaUEII9okGHgqs1bTsaJyDtGTJJc/0OkiqG2CkTqkxJDJqI0BA0SkBSEMiTdEUa8ME/VIT2DrGoWWwtm6ToqN5jodsJqjNFYJT0RaEMIYZM5hmClMKPKvDosVDsWXYvU63u92iTGajoIRkRYEgUHx+85pcTyZHcYxxHBUoUKUrvah1M4UQ4mx2nBnNIaItCAI9YA/FhOKCqFeBYo0YUTwYBwQICKCuD50ZlJMUI4kLiItCIJHIGhqZyOG1jpZXEnHiyt4YNpgSDzJTKqtCa31IbIaQkRaEIQmJ8fAFdIpNZY7G1GbWovjICYYo6hTKuKag89qdkezujGXLVtGnTt3JqPRSEOHDqVNmzY16XvvvfcexxteffXVzVmtIAgaAPdwuslIgzun0JmdknlQV63UKhnUMYmGdk1lv3MoCHSzRHrlypU0bdo0mj17Nm3dupUGDBhAo0aNotzc3Aa/d+jQIXrwwQfp/PPPb8n2CoKgIZLjalOl+2UmcqdcoGKbe7c30dAuKZywE2p4LdKLFi2iKVOm0KRJk6hPnz704osvUmxsLK1YscLjd+x2O9100000Z84c6tq1a0u3WRAEjQHL9eyuqexq8CexBh0N6ZzCvmetDBwbUJG22Wy0ZcsWGjly5B8/EBnJ7zdu3Ojxe3PnzqX09HSaPHlyy7ZWEATNgs65gR2TuMPOH0TpIuiMjslcWyOU8Wrv8vPz2Spu27at03y83717t9vvfPfdd/Tqq6/S9u3bm7weq9XKk4rZbPZmMwVBCGTnYmocDzXV2mSlxAZ11EZTadVHXmlpKY0fP56WL19OaWlpTf7evHnzKDExsW7Kyspqzc0UBMGHGPw0qrYhQKN3a9qShtDqdDrKyclxmo/3GRkZ9Zbfv38/dxiOGTOmbl5NTW32UlRUFO3Zs4e6detW73szZszgzklHS1qEWhCCA2Qp+oPskkrqkOz/0bv9jVePIr1eT2eeeSatX7/eSXTxftiwYfWW79WrF+3cuZNdHeo0duxYGjFiBP/vSXgNBgOZTCanSRAE7bM/r4xjqP1BcXmVX9wqgcZrjzss3IkTJ9LgwYNpyJAhtHjxYrJYLBztASZMmECZmZnsskAcdb9+/Zy+n5SUxK+u8wVBCF6q7DUsmP4enfxoYTkXhurVLoH94aGI1yI9btw4ysvLo1mzZlF2djYNHDiQ1q5dW9eZeOTIEY74EAQh9KmpUeikuZL255aRLUCFmPJKrVRUbqNubeI5FC9UklhUIhRF+yVT4JNGB2JJSYm4PgRBQ+J8KN/S4joe1io7TX13G/+/7MZBZGhBxIYhOpKjS1CvA2VYQ0HXQjvAUBAEnwLXAkZ0OV6szRKm1qpatwt84xDqDskxFKsPbpkL7q0XBKHVsdcodaO3FFlsQVGutNqu0JGCcp6S46K5sL8WR11pCiLSgiDUA15QRE8gnC63NLjHQSyyVPG051TZ1XaJRq4vHSxp5CLSgiDUUXpqRJZscyW7DkKtRZCNfSupJH1UJLU1GSnDZNT8CC0i0oIQ5pTbqinHbKWTJRVUbtV+MX9fgEgUhO9hwviGEGxY2FqsA6K9LRIEwS9xzTnm2jEMSzRYuN+fVNjsHKWCCVX80OEI0Ya1rQVEpAUhjEDHH4a/gp/5VIUGwYHSymqODvk9p5THQ0R0SKD91yLSghAGMc2IzDhaWEEWa3WgNycoUJTaJBlMsXod1wjJTA5M7LWItCCEuDgfzLeEXCegPym32dmyPlRg4UQZf4u1iLQghCBl1mr65XgJlVWK5ezLzkaINZJ5+mYmUqKfxnbUhmdcEASfUVBmpU0HC0SgW9Gy3nyokHLN/ikmJSItCCFm7e08XiKdgn7wWf96wsxp8q2NiLQghJibI5izA4MtOcZc0frhiyLSghBCxBuiSKcLjnTnYCcyksjkB7+0iLQghBBIwOidYaIgKUsR1PRIT/DLQLgS3SEIIUZGopGidBHsM9ViOdFgJ0oXQb3bmTgr0R+IJS0IIQiy5c7plsopzoJvH4DDuqX6TaCBWNKCEKJE6yKpT3sTdUyNpYN5Fq7VITSPtAQDdW0TRyaj/yvmiUgLQhh0Jp7eIZG6WOO4CH62uUJC9JoA/PqwmPGQC4Q4q4hIC0IYiTUs627pcXSsqIKOF1UEbPBYrfucOyRj6K1Yv3QMNro9gd4AQRD8iyFKxyNrd0mNo9xSKx0tKg/7cqUg3hhFWSmxPBCAlgaxFZEWhDAlMjKCO8IwlVRUcU0K+K3DyRUSEUGUnmCkrJQYSorVkxYRkRYEgYsFJcYkUvf0eHaDHAtxV0gUuzRi2a2hBZdGQ4hIC4Lg5Arp2iaeS3KeNFfS4XwLFxQKFWL0OuqYEsuhiVpyaTSEiLQgCG5dIZlJMdQ+0ch+6wN5lqAeMCBWr6POaXHsb8a+BRMi0oIgeATDRiEMLT3BwOMh7s8rC6oBBKKjIqlrWhw/cIJNnFVEpAVBaJJYqwO0Hswvo8MF5VyuU8t0SImh7m3iKUoX3InVItKCIDQZ+HG7pydQmwQj/Xq8RJP+akN0JPVrn0jJcdqM1vCW4H7ECIIQsGiQs7qkUEq8toQwKTaahnRJCRmBBiLSgiA0uzbIwA5JlKoRoU6KjaZBHZM5QiWUEJEWBKHZoDOuf4ckjp4ItItjQFZS0ITVeYOItCAILQLC2DMjIeAF+KODvIPQE6G5V4Ig+JWUOD1bs4HKHkxPMFCoIiItCIJPQvQC5fIwRuuCNga6KYhIC4LgE6oCNEp5lT14kmuag4i0IAgtptxWTWWVgUkbt1bVkLkydEutikgLgtBifs8pC+z6s0tJ0XoKZDMRkRYEoUXszSml/FJrQLehuLyKfjtZSqGIpIW3sIkXrMTq5dQLLcNeo9Ce7FI6UVxBWuBEcQVV19RQn3amoK/X4Uiz7tRly5bRwoULKTs7mwYMGEBLliyhIUOGuF129erV9MQTT9C+ffuoqqqKevToQQ888ACNHz+egp0+sz6jYOXQ/NGB3gQhiIEPeNcJc8D80J7INVupzFrIQq3VkVa8xevHzcqVK2natGk0e/Zs2rp1K4v0qFGjKDc31+3yKSkp9Mgjj9DGjRtpx44dNGnSJJ4++yx4BU4QwhWM1gLr+aeDhZoTaJVyq502HyqiX0+UUGWV9gpAeUuE4qW3fejQoXTWWWfR0qVL+X1NTQ1lZWXR3XffTX//+9+b9BtnnHEGjR49mh577LEmLW82mykxMZFKSkrIZDJRqLs78LuDH1/P/2+eeXGruCbE3SF4G+aG8qQYtNbu41A7a5Wdpr67jf9fduMgMvhwOKvISOJhsjqlxmqupkdTdc2rO9Vms9GWLVtoxowZdfMiIyNp5MiRbCk3Bp4HX3zxBe3Zs4cWLFjgcTmr1cqT485okdYSupoaxWkdIqhCoKiw2elIYTn7e+GDDjZqaoiOFJTzILvtEmN46Kw4Q3DdT15tbX5+Ptntdmrbtq3TfLzfvXu3x+/hSZGZmcnCq9Pp6Pnnn6dLLrnE4/Lz5s2jOXPmULhSHgJNNCF4gTFVaLHxYLR5AY7a8KVYY4BdTKjaB+s6LV7PmZJaxy+PlISEBNq+fTuVlZXR+vXr2afdtWtXGj58uNvlYaljGUdLGi6VcKHCKiIt+B9rtZ1OFlfS8eIKtqBDlYIyG09IJ2+fZOQRZ7Q8YrhXIp2WlsaWcE5OjtN8vM/IyPD4PbhEunfvzv8PHDiQfvvtN7aWPYm0wWDgKVyxhPANImjPai6w2NidAas5RPNB3IJORQywezDfQqnxBhbstDiD5uqAeBXdodfr6cwzz2RrWAUdh3g/bNiwJv8OvuPocxY8d0iGahaVEHiBwqCy3+8roO1Hijl0LVwvNUUhTsbZcbSEvtuXT/tySzWVA+G1uwNuiIkTJ9LgwYM5Nnrx4sVksVg4rA5MmDCB/c+wlAFesWy3bt1YmD/55BN688036YUXXvD93oQIpQ6hTRVVdoozRAd0e4TQspqPFpZzc19wH2J4KL+cJwzBlZUcQ20SDAH1XXst0uPGjaO8vDyaNWsWJ7PAfbF27dq6zsQjR46we0MFAn7XXXfRsWPHKCYmhnr16kVvvfUW/45Qn2p7DZVb/xDp0go7pcUHdJOEELimThRXcvhcKPuafU2RxcYT6mSjo7FDckxABhbwOk46EGg1Tro1yC+z0o/7C+riRlf/5Rw6o1NyoDdLCNLYZljNCKGrDlAZ0UDHSfsSnS6CspJjOYxPHxWpzThpofVB6JMjReXSLBW852RJBVemq6oO7VrL/gRJPIfyLRxz3a1NPFvW/nCDiEhrDNdqYpU2O5VZqyk+yALwhcCAhJOdx0sCXpUulKm21xaWyi2t5EF4W9sFEjqlokIAi7Wayt34DOWGE5oCPJfbjxbJ9eIniixVtOVwkVOGcGsgIq0hcj3cXDnmSr9vixCcrjIIh+A/UGTK033rK0SkNQKexkhZ9RSSV1IuN58ghCMi0hphb25Zg2UVf8s2h/yAm0LLSI7VU1KsxNT7k3hjFNcAaU1EpAMMMpt+PlrMoVKNNatQwxcheoLgDqQzD8hK4iQMofVJjI2mQR2TWn0UGAkZCJAwI+MLviwEyzf9e3ZO4Y3V6yjdZOQnuMkYrblaA0LgQKTBmZ2SuRbH7zmlmo6PDlZ0ugjqLiF4oRMOZbFV80gRCKMrrawic2V1i2NXIdaI18SE5E4INZpdCNOLQ/1pg05zBc4F/4LKbukJBs40PFxoIWuVuMpaSnRUJCey+DvzUES6hem2ldU17Eu2Vtdwyi3+x4SaG/64MVAnFyMlY3IkShfB5RdjMOlrX5HeCvE2RkeSXhcZFLV0heaDZnjH1FpRQavteHG5RH80062Bh16GyUi6ALRaRaQ9WMAotIL6uhBfiK3NDvHFvD/m+3oYIV+CZm6ZvdrjOHSwwPU6VbhrxZtfTwk4UnPxPhC1CgTfAndYRqKRJ8TiIxvxZEmlWNcNgLRvHK92iUZKMAa2MzYqHEPdKqvttVavagVXwSKufYUAh4MfDxZ4ZU2t1d8QsBwg1rhoYZnDCmdBj46stdKjda3ecSL4Dgwd1T09gdOa0fqCWCNzLhyu+ab4muEigsWcEqedUVuiQj0Dq6SiisszwqKEXxiipP2SUtpqVcAHXpsJ6b6pDAGPM+jY4kiMiaa0eENAmoVC04EAIQoEU6+aBCost3HSFAr/h5Ng63QR1CbeQOkmgyYL/oe8SENYUGTGXCF+uNYEriFM8HfCwq5RFB70UwgOIEx4sGJCSxNGDQt2mVXTLr3mAgMC+9rWZOARWbRuUESFetNuSJcUTgJB1h6s6fKq2voYcHfAtYFmv+A9sJ7RIYlwQIxmHqfXkSkmWtNjxQlNE2wUuccEwc63WHnUFljYwThauGMfTK0wI3RV+8IcNiKtgs4v+JgwubpD0AFYG5Fx6rXa4f+q8PBPu7ugjex3rvVB1/qidWQ8Jcz4TIvNQsG34BynJxh5gkAjkSq7pJJfg8FlGBFBfM+jAxAujWDtOwkLkW7IL6cKUENhdginw1Rpq/1fjX1urNNNyyBED3HVsILVED1MRr2E5wn1geUJKxQTXFtwhyBhxnGoNy21oNsn1W5rKLTswlqkmwKevgmY3IThQMC5+FFFFcehatn3DV8xLlrUdkDySyhcvELgXF1ZKbE8IUHrWFEFW9iBdIdERhJf3x2SYjmuOZQQkW6hgKs95EgY2HSw0G09aC3QPzMp5C5eIfDAeOndLpp6pMdzOB+G6vLnOIqG6NosQCSbhGpMv4h0M4E/G64PxJqijq/We8J/OlRIKfF6So3TU1KMnhKMUeJXFnxqsMCyhrGSY7bSwXwLJ860FrF6HXVKi6N2JmPIX8ci0l4Isrnij/obeA22TsXCMhtPavMwTh/FlhAEG5EZCQYRbqFloC8DHXUIb4NlvT+vzKeZjfqoSOqSFkeZSTFhc62KSHsATTZkYsFKhs852AS5MRB6CH+6Y8cP+goh2smx0RyClRQrJS+F5os1XBDwEx/IK2M3SEsjQjKTY6h7enzIujU8ISLtBkRt/HCwQNPui9YANxE6PzEdLiinvpkmSUoRWhwV0qNtApfW/eV4SbP81fqoSDo9MzFs62SLSLsBkQ/ndkujAgvqPcO9UcX+tWCIDW0JCMVDWB5G+ID/WkYoF1zroDeXaF0E9W1vol9PmKnYpYY6ksrc/Q9MsdH8PXQQtmT9CDUNVoJ3y1sZPL1hRaqWJLKvOD7aZq8b1Zv/t1UHlcXNiSrRutq608gWNERR/Kka1OHWjBS8o8+sz1p9HdPe39Eqv3to/mgKVkSkmwg6KWo72aLdukdU8S5Tp8rqgKfRQnh5QAAkrRhqrWQkrEiiiiAEDyLSPkDNWnRMO4fljU45dD4eLSr3W42QtAQDZ1vBZSGWseBLds0dFehNCEtEpFvR8kb5zsTqaDpREkk1flJpE8LpjNEi0ILPCWa/bjAjR91HcdQoyoSODbg9uOIeuz2q/F5l70CehSf4mxNOjX0Yd8r3DFdHMFX/EgRBRLpJuFbL42JLdUWXaivnaa3kqdqxmWN2nq+OqKK6aGqr2kl1O0HQKiLSDqC6FzIJVYGDZawKstZEuLnwEGGcAea+GFStcEPI1egP6XAUhEAS9iINYUbqakGZLahLj/oKtY52kYuIY5ghdEZ2SY2TQk2C4EfCXqTho4WlCLHGsE94bSrWVhL1hoL7fQUK+nsTW426HvEGHcePC4LgPyIUOFw1jtlspsTERCopKSGTydSq64JIw81hOTXElmpZwu2BzxyP1m3/3EzByisTBju9j8Zo4KdGBK8bBEBfm/SC0VnE1SEIgdG1sLekXYGlqI/SU1Jswx2IgU5UaSmDOiadGpkmkgxREvUhCFpFRLoFw20Fc3C/xLwKQnAgd2oLEKETBKG1kV4gQRAEDSMiLQiCoGFEpAVBEDRMUDhV1ShBhKwIgiCEAqqeNRYFHRQiXVpayq9ZWVmB3hRBEASf6xvipYM6mQVlPk+cOEEJCQlhk1SBpyweSkePHm31BB5BCDTheL0risIC3b59e4pEWm8wW9LYgQ4dOlA4ggs2XC5aQQi36z2xAQtaRToOBUEQNIyItCAIgoYRkdYoBoOBZs+eza+CEOrI9U7B3XEoCIIQroglLQiCoGFEpAVBEDSMiLQgCIKGEZEWBKHVGD58ON13332B3oygRkRaQ4wdO5Y6duxIRqOR2rVrR+PHj+dMS0d27NhB559/Pi+DDK0nn3wyYNsrCC2lc+fOtHjxYqd5X331FV111VV8D8TFxdHAgQPp7bffpnBFRFpDjBgxglatWkV79uyhDz74gPbv30/XXXedU+rspZdeSp06daItW7bQwoUL6dFHH6WXX345oNstCL5kw4YN1L9/f74HduzYQZMmTaIJEybQRx99RGEJQvAE//Dpp58q5557rpKYmKikpKQoo0ePVvbt2+dx+TVr1igRERGKzWbj988//7ySnJysWK3WumWmT5+u9OzZ0y/bLwjecuGFFypTp07lyWQyKampqcrMmTOVmpoa/gwS5Dh54oorrlAmTZqkhCNiSfsRi8VC06ZNo82bN9P69eu5Jsk111zDBaRcKSws5CbeOeecQ9HR0Txv48aNdMEFF5Ber69bbtSoUWx5FxUV+XVfBKGpvPHGGxQVFUWbNm2iZ599lhYtWkSvvPIKrV69mmvyzJ07l06ePMmTJ0pKSiglJYXCkaAosBQqXHvttU7vV6xYQW3atKFdu3ZRv379eN706dNp6dKlVF5eTmeffbZTEy87O5u6dOni9Btt27at+yw5Odkv+yEI3oC+k2eeeYYrWPbs2ZN27tzJ76dMmUI6nY6rW2ZkZHj8/qpVq+inn36il156icIRsaT9yN69e+nGG2+krl27cqUvdJqAI0eO1C3z0EMP0bZt2+jzzz/nCxi+OEkKFYIZGBuOJYaHDRvG94Ldbm/0u19++SX7pJcvX059+/alcEQsaT8yZswY7vTDBYcasnBzwIK22Wx1y6SlpfF02mmnUe/evdkK+eGHH/jChrWRk5Pj9Jvq+4YsEUEIRr7++mu+Z2B1w1gJV8SS9hMFBQXsO545cyZdfPHFLMCN+ZFVX7XVauVXCPU333xDVVVVdcusW7eOm5Di6hC0yo8//uj0HkZHjx49uKWI/hV3FjXC8EaPHk0LFiyg22+/ncIZEWk/ARFNTU3lcLl9+/bRF198wZ2IjhcyfNHbt2+nw4cP8+dwjXTr1o3FGfz5z3/mi3ry5Mn066+/0sqVK7kjxvF3BEFrwJ2HaxRGyrvvvktLliyhe++9lz+Dyw+Gx/Hjxyk/P7/OxQGBvueee7gfB/0tmNCZHpYEOrwknFi3bp3Su3dvxWAwKP3791e++uorDjv68MMPlR07digjRozg0Dx83rlzZ+XOO+9Ujh075vQbP//8s3LeeefxMpmZmcr8+fMDtj+C0BgIs7vrrrv4WkYIHkJIH374YQ7BAxs3buR7AdezKkcTJ06sF5pHRPxb4YiUKhUEQdAw4u4QBEHQMCLSgiAIGkZEWhAEQcOISAuCIGgYEWlBEAQNIyItCIKgYUSkBUEQNIyItCAIgoYRkRYEQdAwItKCIAgaRkRaEARBw4hIC4IgkHb5fw/c9wEVvDzrAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = 100\n",
    "n = 200\n",
    "z = 70\n",
    "x = np.array([i for i in range(0,n,1)])/n*e\n",
    "for i in mouse_info:\n",
    "  A = []\n",
    "  title = []\n",
    "  for j in mouse_info[i]:\n",
    "    tmp = []\n",
    "    y_ticks = []\n",
    "    for k in mouse_info[i][j]:\n",
    "      try:\n",
    "        a = convert_to_f_dict(mouse_info[i][j][k]['stride length'])\n",
    "        y_ticks.append(f'{j}_{k}')\n",
    "        y = np.array([interpolate_dict_values(a,l) for l in x])\n",
    "        tmp.append(y)\n",
    "      except:\n",
    "        continue\n",
    "    if len(tmp)>0:\n",
    "      A.append(tmp)\n",
    "      title.append(j)\n",
    "  if len(A)<2:\n",
    "    continue\n",
    "  fig = plt.figure(figsize=(len(A)*2,2))\n",
    "  #for index in range(len(A)):\n",
    "    #ax = plt.subplot(1,len(A),index+1)\n",
    "    #ax.matshow(A[index])\n",
    "  plt.violinplot([np.array(j).flatten() for j in A])\n",
    "  plt.xticks(range(1,len(title)+1),title)\n",
    "  plt.title(f'mouse_{i}_{\"_\".join(title)}')\n",
    "  plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.2"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
